Pandas Profiling Report

Dataset statistics

Number of variables	121
Number of observations	145
Missing cells	5283
Missing cells (%)	30.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	388.1 KiB
Average record size in memory	2.7 KiB

Variable types

CAT	59
BOOL	39
NUM	22
UNSUPPORTED	1

Reproduction

Analysis started	2020-02-27 19:43:38.343140
Analysis finished	2020-02-27 19:44:50.227308
Version	pandas-profiling v2.5.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

`ATCDs personnels ? Gestite` is highly correlated with `ATCDs personnels - Parite`	High Correlation
`ATCDs personnels - Parite` is highly correlated with `ATCDs personnels ? Gestite` and 1 other fields	High Correlation
`Echo - Nombre de lsions` is highly correlated with `IP`	High Correlation
`IP` is highly correlated with `Echo - Nombre de lsions`	High Correlation
`ki67` is highly correlated with `ATCDs familiaux de cancer - Degre de parite`	High Correlation
`ATCDs familiaux de cancer - Degre de parite` is highly correlated with `ki67`	High Correlation
`Chimio 2 - Nbre cures recues` is highly correlated with `ATCDs personnels - Contraception` and 16 other fields	High Correlation
`ATCDs personnels - Contraception` is highly correlated with `Chimio 2 - Nbre cures recues`	High Correlation
`CDD-Nodules` is highly correlated with `Chimio 2 - Nbre cures recues`	High Correlation
`CDD-Sx inflammatoires` is highly correlated with `Chimio 2 - Nbre cures recues`	High Correlation
`IMC` is highly correlated with `Chimio 2 - Nbre cures recues`	High Correlation
`Clinicial taille Tm par mm` is highly correlated with `Chimio 2 - Nbre cures recues`	High Correlation
`Clinicaal TNM par N` is highly correlated with `Chimio 2 - Nbre cures recues`	High Correlation
`Echo-ADP axillaires` is highly correlated with `Chimio 2 - Nbre cures recues`	High Correlation
`Examens Scintigraphie osseuse` is highly correlated with `Chimio 2 - Nbre cures recues`	High Correlation
`Metastases` is highly correlated with `Chimio 2 - Nbre cures recues`	High Correlation
`Metastases viscerale` is highly correlated with `Chimio 2 - Nbre cures recues`	High Correlation
`Metastases Osseuses` is highly correlated with `Chimio 2 - Nbre cures recues`	High Correlation
`RP%` is highly correlated with `Chimio 2 - Nbre cures recues`	High Correlation
`ChimioTTT neo adjuvante - Nbre cures recues` is highly correlated with `Chimio 2 - Nbre cures recues`	High Correlation
`Chirurgie -Examen clinique avant chirurgie- Taille` is highly correlated with `Echo - Micro calcifications` and 3 other fields	High Correlation
`Echo - Micro calcifications` is highly correlated with `Chirurgie -Examen clinique avant chirurgie- Taille`	High Correlation
`Bilan d extension Rx thorax echo hepatique` is highly correlated with `Chirurgie -Examen clinique avant chirurgie- Taille`	High Correlation
`trt HERceptin` is highly correlated with `Chirurgie -Examen clinique avant chirurgie- Taille`	High Correlation
`Biologie pre operatoire - Ca 15-3` is highly correlated with `Chimio 2 - Nbre cures recues`	High Correlation
`anapath piece taille tm en mm` is highly correlated with `Chimio 2 - Nbre cures recues`	High Correlation
`Anapath piece pT` is highly correlated with `Chirurgie -Examen clinique avant chirurgie- Taille`	High Correlation
`Anapath piece pM` is highly correlated with `Menopausee Depuis en annees`	High Correlation
`Menopausee Depuis en annees` is highly correlated with `Anapath piece pM`	High Correlation
`Rxttt` is highly correlated with `Chimio 2 - Nbre cures recues`	High Correlation
`Rxttt dose` is highly correlated with `Rxttt Nb de seances`	High Correlation
`Rxttt Nb de seances` is highly correlated with `Rxttt dose`	High Correlation
`Decede` is highly correlated with `Vivant`	High Correlation
`Vivant` is highly correlated with `Decede`	High Correlation
`Recidive EVolution PDV` is highly correlated with `Anapath piece pN` and 1 other fields	High Correlation
`Anapath piece pN` is highly correlated with `Recidive EVolution PDV`	High Correlation
`Score de chevalier` is highly correlated with `Recidive EVolution PDV`	High Correlation
`Survie sans recidive` is highly correlated with `Survie globale par mois`	High Correlation
`Survie globale par mois` is highly correlated with `Survie sans recidive`	High Correlation
`IP` has 27 (18.6%) missing values	Missing
`Statut Marital` has 23 (15.9%) missing values	Missing
`Origine` has 25 (17.2%) missing values	Missing
`ATCDs personnels - Contraception` has 31 (21.4%) missing values	Missing
`ATCDs personnels - Contraception - Typeÿ` has 135 (93.1%) missing values	Missing
`ATCDs personnels - Contraception - Duree` has 126 (86.9%) missing values	Missing
`ATCDs personnels - Parite` has 39 (26.9%) missing values	Missing
`ATCDs personnels ? Gestite` has 40 (27.6%) missing values	Missing
`ATCD personnels Cancer du sein` has 2 (1.4%) missing values	Missing
`ATCD Cancer du sien - Localisation` has 142 (97.9%) missing values	Missing
`Cancer du sein Traitement` has 143 (98.6%) missing values	Missing
`ATCDs familiaux de cancer - Localisation de la Tm` has 120 (82.8%) missing values	Missing
`ATCDs familiaux de cancer - Degre de parite` has 119 (82.1%) missing values	Missing
`Menopausee` has 2 (1.4%) missing values	Missing
`Menopausee Depuis en annees` has 94 (64.8%) missing values	Missing
`Unnamed: 30` has 145 (100.0%) missing values	Missing
`Delai entre 1er symptome et le diagnostic par mois` has 25 (17.2%) missing values	Missing
`Etat general OMS` has 5 (3.4%) missing values	Missing
`Poids` has 40 (27.6%) missing values	Missing
`Taille` has 42 (29.0%) missing values	Missing
`IMC` has 42 (29.0%) missing values	Missing
`Clinicial NB lesions S` has 4 (2.8%) missing values	Missing
`Clinical localisation ADP` has 142 (97.9%) missing values	Missing
`Clinicial taille Tm par mm` has 36 (24.8%) missing values	Missing
`Clinical TNM par T` has 13 (9.0%) missing values	Missing
`Clinicaal TNM par N` has 33 (22.8%) missing values	Missing
`Clinicial -PEV` has 21 (14.5%) missing values	Missing
`Echo - Nombre de lsions` has 90 (62.1%) missing values	Missing
`Echo - Micro calcifications` has 129 (89.0%) missing values	Missing
`Echo - ACR` has 46 (31.7%) missing values	Missing
`Echo-ADP axillaires` has 27 (18.6%) missing values	Missing
`Echo ADP axillaires NB` has 67 (46.2%) missing values	Missing
`CA 15-3 initial U-ml` has 86 (59.3%) missing values	Missing
`Bilan d extension Rx thorax echo hepatique` has 2 (1.4%) missing values	Missing
`TDM cerebrale` has 3 (2.1%) missing values	Missing
`Metastases - Uniques Multiples` has 117 (80.7%) missing values	Missing
`Metastases -Diagnostic des meta avant chirurgie -apres chirurgie` has 117 (80.7%) missing values	Missing
`SBR` has 22 (15.2%) missing values	Missing
`Nombre de mitose 10 champ` has 83 (57.2%) missing values	Missing
`HER 2` has 3 (2.1%) missing values	Missing
`RP%` has 3 (2.1%) missing values	Missing
`RE%` has 2 (1.4%) missing values	Missing
`ki67` has 115 (79.3%) missing values	Missing
`EV` has 81 (55.9%) missing values	Missing
`trt HERceptin` has 27 (18.6%) missing values	Missing
`ChimioTTT neo adjuvante - Protocoles et doses` has 4 (2.8%) missing values	Missing
`ChimioTTT neo adjuvante - Nbre cures recues` has 11 (7.6%) missing values	Missing
`ChimioTTT neo adjuvante -Toxicites` has 17 (11.7%) missing values	Missing
`Chimio 2eme ligne` has 2 (1.4%) missing values	Missing
`Chimio - Indication` has 141 (97.2%) missing values	Missing
`Chimio 2- Protocole et doses` has 142 (97.9%) missing values	Missing
`Chimio 2 - Nbre cures recues` has 142 (97.9%) missing values	Missing
`Chimio 2 - Toxicite` has 144 (99.3%) missing values	Missing
`Chirurgie -Examen clinique avant chirurgie- Taille` has 141 (97.2%) missing values	Missing
`TNM` has 134 (92.4%) missing values	Missing
`Biologie pre operatoire - Ca 15-3` has 138 (95.2%) missing values	Missing
`SI 1 precisez` has 131 (90.3%) missing values	Missing
`Anapath piece type histo` has 40 (27.6%) missing values	Missing
`anapath piece taille tm en mm` has 13 (9.0%) missing values	Missing
`Anapath NB Gg envahis` has 3 (2.1%) missing values	Missing
`Anapath piece SBR` has 53 (36.6%) missing values	Missing
`Anapath piece marges d exrese` has 2 (1.4%) missing values	Missing
`Anapath piece EV` has 46 (31.7%) missing values	Missing
`Anapath piece EPN` has 64 (44.1%) missing values	Missing
`Anapath piece pT` has 93 (64.1%) missing values	Missing
`Anapath piece pN` has 95 (65.5%) missing values	Missing
`Anapath piece pM` has 132 (91.0%) missing values	Missing
`Score de Sataloff Gg` has 39 (26.9%) missing values	Missing
`Score de chevalier` has 110 (75.9%) missing values	Missing
`Rxttt indication` has 5 (3.4%) missing values	Missing
`Rxttt site d irradiation` has 10 (6.9%) missing values	Missing
`Rxttt Nb de seances` has 12 (8.3%) missing values	Missing
`Rxttt dose` has 12 (8.3%) missing values	Missing
`Hormonottt 1-0` has 3 (2.1%) missing values	Missing
`Hormonottt protocole` has 40 (27.6%) missing values	Missing
`Hormonottt dose mg` has 40 (27.6%) missing values	Missing
`Reponse au ttt` has 2 (1.4%) missing values	Missing
`Vivant` has 7 (4.8%) missing values	Missing
`Decede` has 7 (4.8%) missing values	Missing
`Evolution Recidive` has 8 (5.5%) missing values	Missing
`Recidive siege` has 110 (75.9%) missing values	Missing
`Recidive trt` has 124 (85.5%) missing values	Missing
`Recidive EVolution PDV` has 133 (91.7%) missing values	Missing
`Recidive evolution deces ou 0` has 144 (99.3%) missing values	Missing
`Remissions ou en cours de trt` has 143 (98.6%) missing values	Missing
`Unnamed: 30` is an unsupported type, check if it needs cleaning or further analysis	Rejected
`ATCDs personnels - Parite` has 28 (19.3%) zeros	Zeros
`ATCDs personnels ? Gestite` has 28 (19.3%) zeros	Zeros
`RP%` has 55 (37.9%) zeros	Zeros
`RE%` has 35 (24.1%) zeros	Zeros
`anapath piece taille tm en mm` has 39 (26.9%) zeros	Zeros
`Anapath NB Gg envahis` has 68 (46.9%) zeros	Zeros

Nom
Categorical

Distinct count	20
Unique (%)	13.8%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

B	25
E	23
A	17
S	13
M	11
Other values (15)	56

Value	Count	Frequency (%)
B	25	17.2%
E	23	15.9%
A	17	11.7%
S	13	9.0%
M	11	7.6%
L	11	7.6%
H	10	6.9%
K	7	4.8%
Z	4	2.8%
J	4	2.8%
Other values (10)	20	13.8%

Length

Max length	2
Mean length	1.006896552
Min length	1

Value	Count	Frequency (%)
Uppercase_Letter	19	95.0%
Space_Separator	1	5.0%

Value	Count	Frequency (%)
Latin	19	95.0%
Common	1	5.0%

Value	Count	Frequency (%)
ASCII	20	100.0%

Prenom
Categorical

Distinct count	18
Unique (%)	12.5%
Missing	1
Missing (%)	0.7%
Memory size	1.3 KiB

F	34
H	16
A	14
S	13
M	10
Other values (13)	57

Value	Count	Frequency (%)
F	34	23.4%
H	16	11.0%
A	14	9.7%
S	13	9.0%
M	10	6.9%
Z	8	5.5%
T	8	5.5%
Y	7	4.8%
R	7	4.8%
K	7	4.8%
Other values (8)	20	13.8%

Length

Max length	3
Mean length	1.013793103
Min length	1

Value	Count	Frequency (%)
Uppercase_Letter	18	90.0%
Lowercase_Letter	2	10.0%

Value	Count	Frequency (%)
Latin	20	100.0%

Value	Count	Frequency (%)
ASCII	20	100.0%

IP
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	118
Unique (%)	100.0%
Missing	27
Missing (%)	18.6%
Infinite	0
Infinite (%)	0.0%

Mean	128195.6864
Minimum	302
Maximum	922889
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	302
5-th percentile	20264.2
Q1	69277.5
median	122402
Q3	170129.25
95-th percentile	219851.25
Maximum	922889
Range	922587
Interquartile range (IQR)	100851.75

Descriptive statistics

Standard deviation	96509.86797
Coefficient of variation (CV)	0.7528324131
Kurtosis	38.67522339
Mean	128195.6864
Median Absolute Deviation (MAD)	59340.2913
Skewness	4.74901144
Sum	15127091
Variance	9314154615

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
187839	1	0.7%
65256	1	0.7%
134642	1	0.7%
129507	1	0.7%
149391	1	0.7%
160412	1	0.7%
139728	1	0.7%
120877	1	0.7%
84274	1	0.7%
70281	1	0.7%
Other values (108)	108	74.5%
(Missing)	27	18.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
302	1	0.7%
997	1	0.7%
1283	1	0.7%
1792	1	0.7%
3196	1	0.7%

Value	Count	Frequency (%)
922889	1	0.7%
257151	1	0.7%
227280	1	0.7%
223466	1	0.7%
222660	1	0.7%

Age
Real number (ℝ_≥0)

Distinct count	48
Unique (%)	33.3%
Missing	1
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%

Mean	49.65972222
Minimum	23
Maximum	79
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	23
5-th percentile	31.15
Q1	42.75
median	49
Q3	57.25
95-th percentile	68.85
Maximum	79
Range	56
Interquartile range (IQR)	14.5

Descriptive statistics

Standard deviation	11.04229833
Coefficient of variation (CV)	0.2223592448
Kurtosis	-0.06685642983
Mean	49.65972222
Median Absolute Deviation (MAD)	8.724151235
Skewness	0.2192963284
Sum	7151
Variance	121.9323524

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
46	11	7.6%
49	8	5.5%
53	8	5.5%
59	6	4.1%
51	6	4.1%
43	5	3.4%
60	5	3.4%
41	5	3.4%
48	5	3.4%
57	5	3.4%
Other values (38)	80	55.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
23	1	0.7%
28	2	1.4%
29	2	1.4%
30	1	0.7%
31	2	1.4%

Value	Count	Frequency (%)
79	1	0.7%
76	2	1.4%
75	1	0.7%
73	1	0.7%
71	1	0.7%

Statut Marital
Categorical

MISSING

Distinct count	4
Unique (%)	3.3%
Missing	23
Missing (%)	15.9%
Memory size	1.3 KiB

Mariee	88
Celibataire	29
Veuve	3
Divorcee	2

Value	Count	Frequency (%)
Mariee	88	60.7%
Celibataire	29	20.0%
Veuve	3	2.1%
Divorcee	2	1.4%
(Missing)	23	15.9%

Length

Max length	11
Mean length	6.531034483
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	12	75.0%
Uppercase_Letter	4	25.0%

Value	Count	Frequency (%)
Latin	16	100.0%

Value	Count	Frequency (%)
ASCII	16	100.0%

Origine
Categorical

MISSING

Distinct count	8
Unique (%)	6.7%
Missing	25
Missing (%)	17.2%
Memory size	1.3 KiB

Nador	40
Oujda	36
Berkane	18
Taourirt	10
Guercif	9
Other values (3)	7

Value	Count	Frequency (%)
Nador	40	27.6%
Oujda	36	24.8%
Berkane	18	12.4%
Taourirt	10	6.9%
Guercif	9	6.2%
Laayoune	3	2.1%
Jerada	3	2.1%
TAZA	1	0.7%
(Missing)	25	17.2%

Length

Max length	8
Mean length	5.310344828
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	14	60.9%
Uppercase_Letter	9	39.1%

Value	Count	Frequency (%)
Latin	23	100.0%

Value	Count	Frequency (%)
ASCII	23	100.0%

ATCDs personnels ? Diabete
Boolean

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

0	131
1	14

Frequency Table

Value	Count	Frequency (%)
0	131	90.3%
1	14	9.7%

ATCDs personnels - HTAÿ
Boolean

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

0	128
1	17

Frequency Table

Value	Count	Frequency (%)
0	128	88.3%
1	17	11.7%

ATCDs personnels - Dyslipidemie
Boolean

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

0	140
1	5

Frequency Table

Value	Count	Frequency (%)
0	140	96.6%
1	5	3.4%

ATCDs personnels - Contraception
Boolean

HIGH CORRELATION
MISSING

Distinct count	2
Unique (%)	1.8%
Missing	31
Missing (%)	21.4%
Memory size	1.3 KiB

0	65
1	49
(Missing)	31

Frequency Table

Value	Count	Frequency (%)
0	65	44.8%
1	49	33.8%
(Missing)	31	21.4%

ATCDs personnels - Contraception - Typeÿ
Categorical

MISSING

Distinct count	1
Unique (%)	10.0%
Missing	135
Missing (%)	93.1%
Memory size	1.3 KiB

op	10

Value	Count	Frequency (%)
op	10	6.9%
(Missing)	135	93.1%

Length

Max length	3
Mean length	2.931034483
Min length	2

Value	Count	Frequency (%)
Lowercase_Letter	4	100.0%

Value	Count	Frequency (%)
Latin	4	100.0%

Value	Count	Frequency (%)
ASCII	4	100.0%

ATCDs personnels - Contraception - Duree
Real number (ℝ_≥0)

MISSING

Distinct count	12
Unique (%)	63.2%
Missing	126
Missing (%)	86.9%
Infinite	0
Infinite (%)	0.0%

Mean	11.73684211
Minimum	2
Maximum	23
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	5
median	15
Q3	15.5
95-th percentile	20.3
Maximum	23
Range	21
Interquartile range (IQR)	10.5

Descriptive statistics

Standard deviation	6.805570474
Coefficient of variation (CV)	0.5798468117
Kurtosis	-1.277503013
Mean	11.73684211
Median Absolute Deviation (MAD)	5.855955679
Skewness	-0.1312885914
Sum	223
Variance	46.31578947

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
15	5	3.4%
20	2	1.4%
2	2	1.4%
3	2	1.4%
9	1	0.7%
10	1	0.7%
4	1	0.7%
6	1	0.7%
16	1	0.7%
19	1	0.7%
Other values (2)	2	1.4%
(Missing)	126	86.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	2	1.4%
3	2	1.4%
4	1	0.7%
6	1	0.7%
9	1	0.7%

Value	Count	Frequency (%)
23	1	0.7%
20	2	1.4%
19	1	0.7%
16	1	0.7%
15	5	3.4%

ATCDs personnels - Parite
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count	11
Unique (%)	10.4%
Missing	39
Missing (%)	26.9%
Infinite	0
Infinite (%)	0.0%

Mean	2.726415094
Minimum	0
Maximum	13
Zeros	28
Zeros (%)	19.3%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2.5
Q3	4
95-th percentile	7.75
Maximum	13
Range	13
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.561744268
Coefficient of variation (CV)	0.9396017037
Kurtosis	1.689601619
Mean	2.726415094
Median Absolute Deviation (MAD)	1.971698113
Skewness	1.145977807
Sum	289
Variance	6.562533693

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	28	19.3%
3	21	14.5%
2	15	10.3%
4	12	8.3%
1	10	6.9%
5	6	4.1%
7	5	3.4%
6	3	2.1%
8	3	2.1%
9	2	1.4%
(Missing)	39	26.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28	19.3%
1	10	6.9%
2	15	10.3%
3	21	14.5%
4	12	8.3%

Value	Count	Frequency (%)
13	1	0.7%
9	2	1.4%
8	3	2.1%
7	5	3.4%
6	3	2.1%

ATCDs personnels ? Gestite
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count	12
Unique (%)	11.4%
Missing	40
Missing (%)	27.6%
Infinite	0
Infinite (%)	0.0%

Mean	2.933333333
Minimum	0
Maximum	13
Zeros	28
Zeros (%)	19.3%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	4
95-th percentile	7.8
Maximum	13
Range	13
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.725473377
Coefficient of variation (CV)	0.9291386512
Kurtosis	1.073292781
Mean	2.933333333
Median Absolute Deviation (MAD)	2.126984127
Skewness	1.001028302
Sum	308
Variance	7.428205128

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	28	19.3%
3	18	12.4%
2	13	9.0%
4	12	8.3%
1	9	6.2%
5	7	4.8%
7	7	4.8%
6	5	3.4%
8	3	2.1%
11	1	0.7%
Other values (2)	2	1.4%
(Missing)	40	27.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28	19.3%
1	9	6.2%
2	13	9.0%
3	18	12.4%
4	12	8.3%

Value	Count	Frequency (%)
13	1	0.7%
11	1	0.7%
9	1	0.7%
8	3	2.1%
7	7	4.8%

ATCD personnels Cancer du sein
Boolean

MISSING

Distinct count	2
Unique (%)	1.4%
Missing	2
Missing (%)	1.4%
Memory size	1.3 KiB

0	139
1	4
(Missing)	2

Frequency Table

Value	Count	Frequency (%)
0	139	95.9%
1	4	2.8%
(Missing)	2	1.4%

ATCD Cancer du sien - Localisation
Categorical

MISSING

Distinct count	2
Unique (%)	66.7%
Missing	142
Missing (%)	97.9%
Memory size	1.3 KiB

D	2
G	1

Value	Count	Frequency (%)
D	2	1.4%
G	1	0.7%
(Missing)	142	97.9%

Length

Max length	3
Mean length	2.95862069
Min length	1

Value	Count	Frequency (%)
Uppercase_Letter	2	50.0%
Lowercase_Letter	2	50.0%

Value	Count	Frequency (%)
Latin	4	100.0%

Value	Count	Frequency (%)
ASCII	4	100.0%

Cancer du sein Traitement
Categorical

MISSING

Distinct count	1
Unique (%)	50.0%
Missing	143
Missing (%)	98.6%
Memory size	1.3 KiB

Tumerectomie	2

Value	Count	Frequency (%)
Tumerectomie	2	1.4%
(Missing)	143	98.6%

Length

Max length	12
Mean length	3.124137931
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	10	90.9%
Uppercase_Letter	1	9.1%

Value	Count	Frequency (%)
Latin	11	100.0%

Value	Count	Frequency (%)
ASCII	11	100.0%

ATCD Autres cancers
Boolean

Distinct count	1
Unique (%)	0.7%
Missing	1
Missing (%)	0.7%
Memory size	1.3 KiB

0	144
(Missing)	1

Frequency Table

Value	Count	Frequency (%)
0	144	99.3%
(Missing)	1	0.7%

ATCDs familiaux de cancer
Boolean

Distinct count	2
Unique (%)	1.4%
Missing	1
Missing (%)	0.7%
Memory size	1.3 KiB

0	117
1	27
(Missing)	1

Frequency Table

Value	Count	Frequency (%)
0	117	80.7%
1	27	18.6%
(Missing)	1	0.7%

ATCDs familiaux de cancer - Localisation de la Tm
Categorical

MISSING

Distinct count	6
Unique (%)	24.0%
Missing	120
Missing (%)	82.8%
Memory size	1.3 KiB

sein	14
Sein	7
poumon	1
ORL	1
sang	1

Value	Count	Frequency (%)
sein	14	9.7%
Sein	7	4.8%
poumon	1	0.7%
ORL	1	0.7%
sang	1	0.7%
COLON	1	0.7%
(Missing)	120	82.8%

Length

Max length	6
Mean length	3.186206897
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	10	62.5%
Uppercase_Letter	6	37.5%

Value	Count	Frequency (%)
Latin	16	100.0%

Value	Count	Frequency (%)
ASCII	16	100.0%

ATCDs familiaux de cancer - Degre de parite
Categorical

HIGH CORRELATION
MISSING

Distinct count	2
Unique (%)	7.7%
Missing	119
Missing (%)	82.1%
Memory size	1.3 KiB

1	17
2	9

Value	Count	Frequency (%)
1	17	11.7%
2	9	6.2%
(Missing)	119	82.1%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	3	50.0%
Lowercase_Letter	2	33.3%
Other_Punctuation	1	16.7%

Value	Count	Frequency (%)
Common	4	66.7%
Latin	2	33.3%

Value	Count	Frequency (%)
ASCII	6	100.0%

Menopausee
Boolean

MISSING

Distinct count	2
Unique (%)	1.4%
Missing	2
Missing (%)	1.4%
Memory size	1.3 KiB

0	82
1	61
(Missing)	2

Frequency Table

Value	Count	Frequency (%)
0	82	56.6%
1	61	42.1%
(Missing)	2	1.4%

Menopausee Depuis en annees
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	19
Unique (%)	37.3%
Missing	94
Missing (%)	64.8%
Infinite	0
Infinite (%)	0.0%

Mean	9.647058824
Minimum	1
Maximum	30
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	8
Q3	15
95-th percentile	23.5
Maximum	30
Range	29
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.799547498
Coefficient of variation (CV)	0.8084896797
Kurtosis	-0.2335139871
Mean	9.647058824
Median Absolute Deviation (MAD)	6.461361015
Skewness	0.8137014422
Sum	492
Variance	60.83294118

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	7	4.8%
5	7	4.8%
10	4	2.8%
15	4	2.8%
2	4	2.8%
3	3	2.1%
22	3	2.1%
20	2	1.4%
14	2	1.4%
9	2	1.4%
Other values (9)	13	9.0%
(Missing)	94	64.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	7	4.8%
2	4	2.8%
3	3	2.1%
4	2	1.4%
5	7	4.8%

Value	Count	Frequency (%)
30	1	0.7%
27	1	0.7%
25	1	0.7%
22	3	2.1%
20	2	1.4%

CDD-Nodules
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

1	128
0	17

Frequency Table

Value	Count	Frequency (%)
1	128	88.3%
0	17	11.7%

CDD-Sx inflammatoires
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

0	123
1	22

Frequency Table

Value	Count	Frequency (%)
0	123	84.8%
1	22	15.2%

CDD-Ecoulement mamelonaire
Boolean

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

0	136
1	9

Frequency Table

Value	Count	Frequency (%)
0	136	93.8%
1	9	6.2%

CDD-ADP
Boolean

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

0	138
1	7

Frequency Table

Value	Count	Frequency (%)
0	138	95.2%
1	7	4.8%

CDD- Depistage
Boolean

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

0	144
1	1

Frequency Table

Value	Count	Frequency (%)
0	144	99.3%
1	1	0.7%

CDD-DLR
Boolean

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

0	119
1	26

Frequency Table

Value	Count	Frequency (%)
0	119	82.1%
1	26	17.9%

Unnamed: 30
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	145
Missing (%)	100.0%
Memory size	1.3 KiB

Delai entre 1er symptome et le diagnostic par mois
Real number (ℝ_≥0)

MISSING

Distinct count	18
Unique (%)	15.0%
Missing	25
Missing (%)	17.2%
Infinite	0
Infinite (%)	0.0%

Mean	7.925
Minimum	0
Maximum	60
Zeros	1
Zeros (%)	0.7%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	4
Q3	10
95-th percentile	24.6
Maximum	60
Range	60
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	11.22659096
Coefficient of variation (CV)	1.416604537
Kurtosis	7.465216043
Mean	7.925
Median Absolute Deviation (MAD)	7.456666667
Skewness	2.664587467
Sum	951
Variance	126.0363445

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	27	18.6%
2	20	13.8%
6	12	8.3%
3	11	7.6%
12	10	6.9%
4	9	6.2%
24	8	5.5%
5	7	4.8%
48	4	2.8%
10	3	2.1%
Other values (8)	9	6.2%
(Missing)	25	17.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.7%
1	27	18.6%
2	20	13.8%
3	11	7.6%
4	9	6.2%

Value	Count	Frequency (%)
60	1	0.7%
48	4	2.8%
36	1	0.7%
24	8	5.5%
18	1	0.7%

Etat general OMS
Categorical

MISSING

Distinct count	4
Unique (%)	2.9%
Missing	5
Missing (%)	3.4%
Memory size	1.3 KiB

1	77
0	60
3	2
2	1

Value	Count	Frequency (%)
1	77	53.1%
0	60	41.4%
3	2	1.4%
2	1	0.7%
(Missing)	5	3.4%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

Poids
Real number (ℝ_≥0)

MISSING

Distinct count	45
Unique (%)	42.9%
Missing	40
Missing (%)	27.6%
Infinite	0
Infinite (%)	0.0%

Mean	69.19047619
Minimum	37
Maximum	107
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	37
5-th percentile	48.2
Q1	59
median	66
Q3	79
95-th percentile	93.4
Maximum	107
Range	70
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	14.72314716
Coefficient of variation (CV)	0.2127915281
Kurtosis	-0.2574329592
Mean	69.19047619
Median Absolute Deviation (MAD)	12.11519274
Skewness	0.3685909209
Sum	7265
Variance	216.7710623

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
75	7	4.8%
60	6	4.1%
85	6	4.1%
65	6	4.1%
63	6	4.1%
58	5	3.4%
74	4	2.8%
66	4	2.8%
80	4	2.8%
90	3	2.1%
Other values (35)	54	37.2%
(Missing)	40	27.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
37	1	0.7%
42	1	0.7%
45	1	0.7%
47	1	0.7%
48	2	1.4%

Value	Count	Frequency (%)
107	1	0.7%
105	1	0.7%
104	1	0.7%
99	2	1.4%
94	1	0.7%

Taille
Real number (ℝ_≥0)

MISSING

Distinct count	33
Unique (%)	32.0%
Missing	42
Missing (%)	29.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.05184466
Minimum	1.4
Maximum	159
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1.4
5-th percentile	1.47
Q1	1.55
median	1.6
Q3	1.65
95-th percentile	1.748
Maximum	159
Range	157.6
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	25.87226654
Coefficient of variation (CV)	4.275104203
Kurtosis	30.96061789
Mean	6.05184466
Median Absolute Deviation (MAD)	8.657174097
Skewness	5.687152092
Sum	623.34
Variance	669.374176

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.65	9	6.2%
1.64	8	5.5%
1.6	8	5.5%
1.57	8	5.5%
1.5	8	5.5%
1.58	6	4.1%
1.56	6	4.1%
1.7	4	2.8%
1.53	3	2.1%
1.52	3	2.1%
Other values (23)	40	27.6%
(Missing)	42	29.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.4	1	0.7%
1.43	1	0.7%
1.45	2	1.4%
1.46	1	0.7%
1.47	2	1.4%

Value	Count	Frequency (%)
159	1	0.7%
153	1	0.7%
152	1	0.7%
1.8	2	1.4%
1.75	1	0.7%

IMC
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	56
Unique (%)	54.4%
Missing	42
Missing (%)	29.0%
Infinite	0
Infinite (%)	0.0%

Mean	26.69320388
Minimum	17
Maximum	40
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	17
5-th percentile	19.01
Q1	23.15
median	26.6
Q3	30
95-th percentile	36
Maximum	40
Range	23
Interquartile range (IQR)	6.85

Descriptive statistics

Standard deviation	5.019281687
Coefficient of variation (CV)	0.1880359401
Kurtosis	-0.1797027507
Mean	26.69320388
Median Absolute Deviation (MAD)	4.031972853
Skewness	0.3555939219
Sum	2749.4
Variance	25.19318865

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
30	9	6.2%
27	9	6.2%
24	5	3.4%
33	4	2.8%
26	4	2.8%
25	4	2.8%
21	4	2.8%
29	4	2.8%
32	3	2.1%
36	3	2.1%
Other values (46)	54	37.2%
(Missing)	42	29.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
17	2	1.4%
18	2	1.4%
18.7	1	0.7%
18.9	1	0.7%
20	3	2.1%

Value	Count	Frequency (%)
40	1	0.7%
39	1	0.7%
38	1	0.7%
37	1	0.7%
36	3	2.1%

Clinicial NB lesions S
Categorical

MISSING

Distinct count	3
Unique (%)	2.1%
Missing	4
Missing (%)	2.8%
Memory size	1.3 KiB

1	133
2	6
3	2

Value	Count	Frequency (%)
1	133	91.7%
2	6	4.1%
3	2	1.4%
(Missing)	4	2.8%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

Clinical Localisation SEIN
Categorical

Distinct count	3
Unique (%)	2.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

D	71
G	70
D,G	4

Value	Count	Frequency (%)
D	71	49.0%
G	70	48.3%
D,G	4	2.8%

Length

Max length	3
Mean length	1.537931034
Min length	1

Value	Count	Frequency (%)
Uppercase_Letter	2	50.0%
Space_Separator	1	25.0%
Other_Punctuation	1	25.0%

Value	Count	Frequency (%)
Latin	2	50.0%
Common	2	50.0%

Value	Count	Frequency (%)
ASCII	4	100.0%

Clinical localisation ADP
Categorical

MISSING

Distinct count	2
Unique (%)	66.7%
Missing	142
Missing (%)	97.9%
Memory size	1.3 KiB

AX D	2
AX G	1

Value	Count	Frequency (%)
AX D	2	1.4%
AX G	1	0.7%
(Missing)	142	97.9%

Length

Max length	5
Mean length	3.04137931
Min length	3

Value	Count	Frequency (%)
Uppercase_Letter	4	57.1%
Lowercase_Letter	2	28.6%
Space_Separator	1	14.3%

Value	Count	Frequency (%)
Latin	6	85.7%
Common	1	14.3%

Value	Count	Frequency (%)
ASCII	7	100.0%

Clinicial taille Tm par mm
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	13
Unique (%)	11.9%
Missing	36
Missing (%)	24.8%
Infinite	0
Infinite (%)	0.0%

Mean	55.64220183
Minimum	20
Maximum	130
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	20
5-th percentile	25
Q1	40
median	50
Q3	70
95-th percentile	100
Maximum	130
Range	110
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	24.4958511
Coefficient of variation (CV)	0.4402387089
Kurtosis	0.4475636723
Mean	55.64220183
Median Absolute Deviation (MAD)	19.56148472
Skewness	0.8883676176
Sum	6065
Variance	600.046721

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
40	21	14.5%
50	20	13.8%
30	15	10.3%
60	12	8.3%
80	11	7.6%
70	10	6.9%
100	6	4.1%
20	5	3.4%
120	3	2.1%
90	2	1.4%
Other values (3)	4	2.8%
(Missing)	36	24.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20	5	3.4%
25	2	1.4%
30	15	10.3%
40	21	14.5%
50	20	13.8%

Value	Count	Frequency (%)
130	1	0.7%
120	3	2.1%
100	6	4.1%
90	2	1.4%
80	11	7.6%

Clinical TNM par T
Categorical

MISSING

Distinct count	4
Unique (%)	3.0%
Missing	13
Missing (%)	9.0%
Memory size	1.3 KiB

4	113
3	10
2	8
1	1

Value	Count	Frequency (%)
4	113	77.9%
3	10	6.9%
2	8	5.5%
1	1	0.7%
(Missing)	13	9.0%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	5	62.5%
Lowercase_Letter	2	25.0%
Other_Punctuation	1	12.5%

Value	Count	Frequency (%)
Common	6	75.0%
Latin	2	25.0%

Value	Count	Frequency (%)
ASCII	8	100.0%

Clinicaal TNM par N
Categorical

HIGH CORRELATION
MISSING

Distinct count	4
Unique (%)	3.6%
Missing	33
Missing (%)	22.8%
Memory size	1.3 KiB

1	58
0	43
2	10
3	1

Value	Count	Frequency (%)
1	58	40.0%
0	43	29.7%
2	10	6.9%
3	1	0.7%
(Missing)	33	22.8%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

Clinicial -PEV
Categorical

MISSING

Distinct count	2
Unique (%)	1.6%
Missing	21
Missing (%)	14.5%
Memory size	1.3 KiB

2	111
0	13

Value	Count	Frequency (%)
2	111	76.6%
0	13	9.0%
(Missing)	21	14.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	2	40.0%
Lowercase_Letter	2	40.0%
Other_Punctuation	1	20.0%

Value	Count	Frequency (%)
Common	3	60.0%
Latin	2	40.0%

Value	Count	Frequency (%)
ASCII	5	100.0%

Echo - Nombre de lsions
Categorical

HIGH CORRELATION
MISSING

Distinct count	2
Unique (%)	3.6%
Missing	90
Missing (%)	62.1%
Memory size	1.3 KiB

1	54
2	1

Value	Count	Frequency (%)
1	54	37.2%
2	1	0.7%
(Missing)	90	62.1%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	3	50.0%
Lowercase_Letter	2	33.3%
Other_Punctuation	1	16.7%

Value	Count	Frequency (%)
Common	4	66.7%
Latin	2	33.3%

Value	Count	Frequency (%)
ASCII	6	100.0%

Echo - Localisation
Categorical

Distinct count	28
Unique (%)	19.4%
Missing	1
Missing (%)	0.7%
Memory size	1.3 KiB

Sein D	31
Sein G	29
QSE Sein D	18
QSE Sein G	16
QSI Sein D	5
Other values (23)	45

Value	Count	Frequency (%)
Sein D	31	21.4%
Sein G	29	20.0%
QSE Sein D	18	12.4%
QSE Sein G	16	11.0%
QSI Sein D	5	3.4%
J QSE/QSI Sein G	5	3.4%
J QSE/QIE Sein D	4	2.8%
QIE Sein G	4	2.8%
retrom Sein G	3	2.1%
QS Sein G	3	2.1%
Other values (18)	26	17.9%

Length

Max length	16
Mean length	9.268965517
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	9	50.0%
Uppercase_Letter	7	38.9%
Space_Separator	1	5.6%
Other_Punctuation	1	5.6%

Value	Count	Frequency (%)
Latin	16	88.9%
Common	2	11.1%

Value	Count	Frequency (%)
ASCII	18	100.0%

Echo - Micro calcifications
Boolean

HIGH CORRELATION
MISSING

Distinct count	2
Unique (%)	12.5%
Missing	129
Missing (%)	89.0%
Memory size	1.3 KiB

0	12
1	4
(Missing)	129

Frequency Table

Value	Count	Frequency (%)
0	12	8.3%
1	4	2.8%
(Missing)	129	89.0%

Echo - ACR
Categorical

MISSING

Distinct count	4
Unique (%)	4.0%
Missing	46
Missing (%)	31.7%
Memory size	1.3 KiB

5	58
4	38
3	2
2	1

Value	Count	Frequency (%)
5	58	40.0%
4	38	26.2%
3	2	1.4%
2	1	0.7%
(Missing)	46	31.7%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	5	62.5%
Lowercase_Letter	2	25.0%
Other_Punctuation	1	12.5%

Value	Count	Frequency (%)
Common	6	75.0%
Latin	2	25.0%

Value	Count	Frequency (%)
ASCII	8	100.0%

Echo-ADP axillaires
Boolean

HIGH CORRELATION
MISSING

Distinct count	2
Unique (%)	1.7%
Missing	27
Missing (%)	18.6%
Memory size	1.3 KiB

1	82
0	36
(Missing)	27

Frequency Table

Value	Count	Frequency (%)
1	82	56.6%
0	36	24.8%
(Missing)	27	18.6%

Echo ADP axillaires NB
Categorical

MISSING

Distinct count	4
Unique (%)	5.1%
Missing	67
Missing (%)	46.2%
Memory size	1.3 KiB

0	24
plusieurs	22
1	22
2	10

Value	Count	Frequency (%)
0	24	16.6%
plusieurs	22	15.2%
1	22	15.2%
2	10	6.9%
(Missing)	67	46.2%

Length

Max length	9
Mean length	3.137931034
Min length	1

Value	Count	Frequency (%)
Lowercase_Letter	9	75.0%
Decimal_Number	3	25.0%

Value	Count	Frequency (%)
Latin	9	75.0%
Common	3	25.0%

Value	Count	Frequency (%)
ASCII	12	100.0%

CA 15-3 initial U-ml
Real number (ℝ_≥0)

MISSING

Distinct count	55
Unique (%)	93.2%
Missing	86
Missing (%)	59.3%
Infinite	0
Infinite (%)	0.0%

Mean	42.14762712
Minimum	5
Maximum	622
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	5
5-th percentile	6.963
Q1	10.83
median	18
Q3	44.8
95-th percentile	117.34
Maximum	622
Range	617
Interquartile range (IQR)	33.97

Descriptive statistics

Standard deviation	83.81065825
Coefficient of variation (CV)	1.988502413
Kurtosis	40.83494346
Mean	42.14762712
Median Absolute Deviation (MAD)	37.00611319
Skewness	6.004132063
Sum	2486.71
Variance	7024.226436

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10	3	2.1%
18	2	1.4%
15.3	2	1.4%
45	1	0.7%
7	1	0.7%
7.5	1	0.7%
622	1	0.7%
27	1	0.7%
11	1	0.7%
5	1	0.7%
Other values (45)	45	31.0%
(Missing)	86	59.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	1	0.7%
6	1	0.7%
6.63	1	0.7%
7	1	0.7%
7.5	1	0.7%

Value	Count	Frequency (%)
622	1	0.7%
164	1	0.7%
160	1	0.7%
112.6	1	0.7%
93.7	1	0.7%

Bilan d extension Rx thorax echo hepatique
Boolean

HIGH CORRELATION
MISSING

Distinct count	2
Unique (%)	1.4%
Missing	2
Missing (%)	1.4%
Memory size	1.3 KiB

0	95
1	48
(Missing)	2

Frequency Table

Value	Count	Frequency (%)
0	95	65.5%
1	48	33.1%
(Missing)	2	1.4%

Extension TDM TAP
Boolean

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

1	141
0	4

Frequency Table

Value	Count	Frequency (%)
1	141	97.2%
0	4	2.8%

Examens Scintigraphie osseuse
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

0	84
1	61

Frequency Table

Value	Count	Frequency (%)
0	84	57.9%
1	61	42.1%

TDM cerebrale
Boolean

MISSING

Distinct count	2
Unique (%)	1.4%
Missing	3
Missing (%)	2.1%
Memory size	1.3 KiB

0	136
1	6
(Missing)	3

Frequency Table

Value	Count	Frequency (%)
0	136	93.8%
1	6	4.1%
(Missing)	3	2.1%

Metastases
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

0	112
1	33

Frequency Table

Value	Count	Frequency (%)
0	112	77.2%
1	33	22.8%

Metastases - Uniques Multiples
Categorical

MISSING

Distinct count	4
Unique (%)	14.3%
Missing	117
Missing (%)	80.7%
Memory size	1.3 KiB

Multiples	23
Unique	2
Uniques	2
multiples	1

Value	Count	Frequency (%)
Multiples	23	15.9%
Unique	2	1.4%
Uniques	2	1.4%
multiples	1	0.7%
(Missing)	117	80.7%

Length

Max length	9
Mean length	4.089655172
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	11	84.6%
Uppercase_Letter	2	15.4%

Value	Count	Frequency (%)
Latin	13	100.0%

Value	Count	Frequency (%)
ASCII	13	100.0%

Metastases viscerale
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

0	128
1	17

Frequency Table

Value	Count	Frequency (%)
0	128	88.3%
1	17	11.7%

Metastases Osseuses
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

0	125
1	20

Frequency Table

Value	Count	Frequency (%)
0	125	86.2%
1	20	13.8%

Metastases -Diagnostic des meta avant chirurgie -apres chirurgie
Categorical

MISSING

Distinct count	3
Unique (%)	10.7%
Missing	117
Missing (%)	80.7%
Memory size	1.3 KiB

avant	24
apres	3
avant	1

Value	Count	Frequency (%)
avant	24	16.6%
apres	3	2.1%
avant	1	0.7%
(Missing)	117	80.7%

Length

Max length	6
Mean length	3.393103448
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	8	88.9%
Space_Separator	1	11.1%

Value	Count	Frequency (%)
Latin	8	88.9%
Common	1	11.1%

Value	Count	Frequency (%)
ASCII	9	100.0%

Type biopsie
Categorical

Distinct count	3
Unique (%)	2.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

TRUCUT	131
CHIRURGICALE	12
ADP	2

Value	Count	Frequency (%)
TRUCUT	131	90.3%
CHIRURGICALE	12	8.3%
ADP	2	1.4%

Length

Max length	12
Mean length	6.455172414
Min length	3

Value	Count	Frequency (%)
Uppercase_Letter	12	100.0%

Value	Count	Frequency (%)
Latin	12	100.0%

Value	Count	Frequency (%)
ASCII	12	100.0%

Type histologique
Categorical

Distinct count	7
Unique (%)	4.8%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

CCI	96
CINOS	23
CLI	15
Carcinome mucineux inf	4
Lymphangite carcinomateuse	4
Other values (2)	3

Value	Count	Frequency (%)
CCI	96	66.2%
CINOS	23	15.9%
CLI	15	10.3%
Carcinome mucineux inf	4	2.8%
Lymphangite carcinomateuse	4	2.8%
Carcinome peu diff	2	1.4%
Carcinome micropapllaire	1	0.7%

Length

Max length	26
Mean length	4.827586207
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	19	73.1%
Uppercase_Letter	6	23.1%
Space_Separator	1	3.8%

Value	Count	Frequency (%)
Latin	25	96.2%
Common	1	3.8%

Value	Count	Frequency (%)
ASCII	26	100.0%

SBR
Categorical

MISSING

Distinct count	3
Unique (%)	2.4%
Missing	22
Missing (%)	15.2%
Memory size	1.3 KiB

2	88
3	24
1	11

Value	Count	Frequency (%)
2	88	60.7%
3	24	16.6%
1	11	7.6%
(Missing)	22	15.2%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

Nombre de mitose 10 champ
Categorical

MISSING

Distinct count	13
Unique (%)	21.0%
Missing	83
Missing (%)	57.2%
Memory size	1.3 KiB

nombreux	27
peu nombreuse	11
20	9
15	3
17	2
Other values (8)	10

Value	Count	Frequency (%)
nombreux	27	18.6%
peu nombreuse	11	7.6%
20	9	6.2%
15	3	2.1%
17	2	1.4%
10	2	1.4%
rare	2	1.4%
25	1	0.7%
6	1	0.7%
14	1	0.7%
Other values (3)	3	2.1%
(Missing)	83	57.2%

Length

Max length	13
Mean length	4.531034483
Min length	1

Value	Count	Frequency (%)
Lowercase_Letter	11	52.4%
Decimal_Number	9	42.9%
Space_Separator	1	4.8%

Value	Count	Frequency (%)
Latin	11	52.4%
Common	10	47.6%

Value	Count	Frequency (%)
ASCII	21	100.0%

HER 2
Categorical

MISSING

Distinct count	2
Unique (%)	1.4%
Missing	3
Missing (%)	2.1%
Memory size	1.3 KiB

Negatif	100
Positif	42

Value	Count	Frequency (%)
Negatif	100	69.0%
Positif	42	29.0%
(Missing)	3	2.1%

Length

Max length	7
Mean length	6.917241379
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	9	81.8%
Uppercase_Letter	2	18.2%

Value	Count	Frequency (%)
Latin	11	100.0%

Value	Count	Frequency (%)
ASCII	11	100.0%

RP%
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count	20
Unique (%)	14.1%
Missing	3
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%

Mean	29.55633803
Minimum	0
Maximum	100
Zeros	55
Zeros (%)	37.9%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	12
Q3	60
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	35.60949046
Coefficient of variation (CV)	1.204800487
Kurtosis	-0.7035300412
Mean	29.55633803
Median Absolute Deviation (MAD)	30.47827812
Skewness	0.9019746526
Sum	4197
Variance	1268.035811

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	55	37.9%
100	14	9.7%
20	13	9.0%
70	9	6.2%
40	7	4.8%
10	7	4.8%
30	7	4.8%
80	6	4.1%
60	5	3.4%
90	4	2.8%
Other values (10)	15	10.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	55	37.9%
1	1	0.7%
2	1	0.7%
3	3	2.1%
5	3	2.1%

Value	Count	Frequency (%)
100	14	9.7%
90	4	2.8%
80	6	4.1%
70	9	6.2%
60	5	3.4%

RE%
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	17
Unique (%)	11.9%
Missing	2
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%

Mean	52.53846154
Minimum	0
Maximum	100
Zeros	35
Zeros (%)	24.1%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	60
Q3	97.5
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	93.5

Descriptive statistics

Standard deviation	41.22691744
Coefficient of variation (CV)	0.7846997463
Kurtosis	-1.690242095
Mean	52.53846154
Median Absolute Deviation (MAD)	38.31414739
Skewness	-0.161297137
Sum	7513
Variance	1699.658722

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
100	36	24.8%
0	35	24.1%
70	12	8.3%
80	10	6.9%
90	9	6.2%
60	8	5.5%
30	7	4.8%
10	6	4.1%
20	4	2.8%
5	3	2.1%
Other values (7)	13	9.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	35	24.1%
3	1	0.7%
5	3	2.1%
8	2	1.4%
10	6	4.1%

Value	Count	Frequency (%)
100	36	24.8%
95	3	2.1%
90	9	6.2%
80	10	6.9%
75	1	0.7%

ki67
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	14
Unique (%)	46.7%
Missing	115
Missing (%)	79.3%
Infinite	0
Infinite (%)	0.0%

Mean	30.43333333
Minimum	0
Maximum	70
Zeros	1
Zeros (%)	0.7%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	7.25
Q1	15
median	27.5
Q3	47.5
95-th percentile	64.4
Maximum	70
Range	70
Interquartile range (IQR)	32.5

Descriptive statistics

Standard deviation	20.2496204
Coefficient of variation (CV)	0.6653763549
Kurtosis	-0.9369497747
Mean	30.43333333
Median Absolute Deviation (MAD)	17.05333333
Skewness	0.5144363974
Sum	913
Variance	410.0471264

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
15	5	3.4%
10	4	2.8%
40	3	2.1%
60	3	2.1%
50	3	2.1%
30	3	2.1%
20	2	1.4%
70	1	0.7%
25	1	0.7%
17	1	0.7%
Other values (4)	4	2.8%
(Missing)	115	79.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.7%
5	1	0.7%
10	4	2.8%
15	5	3.4%
17	1	0.7%

Value	Count	Frequency (%)
70	1	0.7%
68	1	0.7%
60	3	2.1%
50	3	2.1%
40	3	2.1%

EV
Categorical

MISSING

Distinct count	2
Unique (%)	3.1%
Missing	81
Missing (%)	55.9%
Memory size	1.3 KiB

negatif	37
positif	27

Value	Count	Frequency (%)
negatif	37	25.5%
positif	27	18.6%
(Missing)	81	55.9%

Length

Max length	7
Mean length	4.765517241
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	10	100.0%

Value	Count	Frequency (%)
Latin	10	100.0%

Value	Count	Frequency (%)
ASCII	10	100.0%

trt HERceptin
Boolean

HIGH CORRELATION
MISSING

Distinct count	2
Unique (%)	1.7%
Missing	27
Missing (%)	18.6%
Memory size	1.3 KiB

0	87
1	31
(Missing)	27

Frequency Table

Value	Count	Frequency (%)
0	87	60.0%
1	31	21.4%
(Missing)	27	18.6%

ChimioTTT neo adjuvante -Indication
Categorical

Distinct count	7
Unique (%)	4.8%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

Sein inflammatoire	80
sein inflammatoire	38
Conservation	14
meta	8
localemment avance	3
Other values (2)	2

Value	Count	Frequency (%)
Sein inflammatoire	80	55.2%
sein inflammatoire	38	26.2%
Conservation	14	9.7%
meta	8	5.5%
localemment avance	3	2.1%
Galactophorite	1	0.7%
Lymphangite carcinomateuse	1	0.7%

Length

Max length	26
Mean length	16.77241379
Min length	4

Value	Count	Frequency (%)
Lowercase_Letter	18	78.3%
Uppercase_Letter	4	17.4%
Space_Separator	1	4.3%

Value	Count	Frequency (%)
Latin	22	95.7%
Common	1	4.3%

Value	Count	Frequency (%)
ASCII	23	100.0%

ChimioTTT neo adjuvante - Protocoles et doses
Categorical

MISSING

Distinct count	25
Unique (%)	17.7%
Missing	4
Missing (%)	2.8%
Memory size	1.3 KiB

4AC604TXT	67
3AC603TXT	30
4AC604PACLI	12
4AC6012PACLI	5
3AC603PACLI	5
Other values (20)	22

Value	Count	Frequency (%)
4AC604TXT	67	46.2%
3AC603TXT	30	20.7%
4AC604PACLI	12	8.3%
4AC6012PACLI	5	3.4%
3AC603PACLI	5	3.4%
3AC604TXT	2	1.4%
6AC60	2	1.4%
4FEC4AC60	1	0.7%
EC904TXT	1	0.7%
4AC6012TXT	1	0.7%
Other values (15)	15	10.3%
(Missing)	4	2.8%

Length

Max length	15
Mean length	9.344827586
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	10	35.7%
Uppercase_Letter	9	32.1%
Decimal_Number	8	28.6%
Space_Separator	1	3.6%

Value	Count	Frequency (%)
Latin	19	67.9%
Common	9	32.1%

Value	Count	Frequency (%)
ASCII	28	100.0%

ChimioTTT neo adjuvante - Nbre cures recues
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	7
Unique (%)	5.2%
Missing	11
Missing (%)	7.6%
Infinite	0
Infinite (%)	0.0%

Mean	7.373134328
Minimum	5
Maximum	12
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	5
5-th percentile	6
Q1	6
median	8
Q3	8
95-th percentile	8
Maximum	12
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.073758362
Coefficient of variation (CV)	0.1456311948
Kurtosis	1.17602363
Mean	7.373134328
Median Absolute Deviation (MAD)	0.9333927378
Skewness	0.1318503167
Sum	988
Variance	1.152957019

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8	83	57.2%
6	43	29.7%
7	3	2.1%
9	2	1.4%
5	1	0.7%
10	1	0.7%
12	1	0.7%
(Missing)	11	7.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	1	0.7%
6	43	29.7%
7	3	2.1%
8	83	57.2%
9	2	1.4%

Value	Count	Frequency (%)
12	1	0.7%
10	1	0.7%
9	2	1.4%
8	83	57.2%
7	3	2.1%

ChimioTTT neo adjuvante -Toxicites
Categorical

MISSING

Distinct count	39
Unique (%)	30.5%
Missing	17
Missing (%)	11.7%
Memory size	1.3 KiB

0	56
neuropathie	10
neutropenie	8
alopecie	7
vomissement	5
Other values (34)	42

Value	Count	Frequency (%)
0	56	38.6%
neuropathie	10	6.9%
neutropenie	8	5.5%
alopecie	7	4.8%
vomissement	5	3.4%
alopecie,mucite	5	3.4%
thrombopenie	2	1.4%
arthralgie,mucite	2	1.4%
mucite,arthralgie	2	1.4%
cutane,neuropathie	2	1.4%
Other values (29)	29	20.0%
(Missing)	17	11.7%

Length

Max length	39
Mean length	8.413793103
Min length	1

Value	Count	Frequency (%)
Lowercase_Letter	20	80.0%
Uppercase_Letter	2	8.0%
Space_Separator	1	4.0%
Decimal_Number	1	4.0%
Other_Punctuation	1	4.0%

Value	Count	Frequency (%)
Latin	22	88.0%
Common	3	12.0%

Value	Count	Frequency (%)
ASCII	25	100.0%

Chimio 2eme ligne
Boolean

MISSING

Distinct count	2
Unique (%)	1.4%
Missing	2
Missing (%)	1.4%
Memory size	1.3 KiB

0	139
1	4
(Missing)	2

Frequency Table

Value	Count	Frequency (%)
0	139	95.9%
1	4	2.8%
(Missing)	2	1.4%

Chimio - Indication
Categorical

MISSING

Distinct count	1
Unique (%)	25.0%
Missing	141
Missing (%)	97.2%
Memory size	1.3 KiB

progression	4

Value	Count	Frequency (%)
progression	4	2.8%
(Missing)	141	97.2%

Length

Max length	11
Mean length	3.220689655
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	9	100.0%

Value	Count	Frequency (%)
Latin	9	100.0%

Value	Count	Frequency (%)
ASCII	9	100.0%

Chimio 2- Protocole et doses
Categorical

MISSING
UNIFORM

Distinct count	3
Unique (%)	100.0%
Missing	142
Missing (%)	97.9%
Memory size	1.3 KiB

Xeloda 5 cycles	1
xeloda 6 cycles	1
Xeloda	1

Value	Count	Frequency (%)
Xeloda 5 cycles	1	0.7%
xeloda 6 cycles	1	0.7%
Xeloda	1	0.7%
(Missing)	142	97.9%

Length

Max length	15
Mean length	3.186206897
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	10	71.4%
Decimal_Number	2	14.3%
Space_Separator	1	7.1%
Uppercase_Letter	1	7.1%

Value	Count	Frequency (%)
Latin	11	78.6%
Common	3	21.4%

Value	Count	Frequency (%)
ASCII	14	100.0%

Chimio 2 - Nbre cures recues
Categorical

HIGH CORRELATION
MISSING
UNIFORM

Distinct count	3
Unique (%)	100.0%
Missing	142
Missing (%)	97.9%
Memory size	1.3 KiB

6	1
5	1
17	1

Value	Count	Frequency (%)
6	1	0.7%
5	1	0.7%
17	1	0.7%
(Missing)	142	97.9%

Length

Max length	4
Mean length	3.006896552
Min length	3

Value	Count	Frequency (%)
Decimal_Number	5	62.5%
Lowercase_Letter	2	25.0%
Other_Punctuation	1	12.5%

Value	Count	Frequency (%)
Common	6	75.0%
Latin	2	25.0%

Value	Count	Frequency (%)
ASCII	8	100.0%

Chimio 2 - Toxicite
Categorical

MISSING

Distinct count	1
Unique (%)	100.0%
Missing	144
Missing (%)	99.3%
Memory size	1.3 KiB

neuro	1

Value	Count	Frequency (%)
neuro	1	0.7%
(Missing)	144	99.3%

Length

Max length	5
Mean length	3.013793103
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	6	100.0%

Value	Count	Frequency (%)
Latin	6	100.0%

Value	Count	Frequency (%)
ASCII	6	100.0%

Chirurgie -Examen clinique avant chirurgie- Taille
Categorical

HIGH CORRELATION
MISSING

Distinct count	2
Unique (%)	50.0%
Missing	141
Missing (%)	97.2%
Memory size	1.3 KiB

30	3
40	1

Value	Count	Frequency (%)
30	3	2.1%
40	1	0.7%
(Missing)	141	97.2%

Length

Max length	4
Mean length	3.027586207
Min length	3

Value	Count	Frequency (%)
Decimal_Number	3	50.0%
Lowercase_Letter	2	33.3%
Other_Punctuation	1	16.7%

Value	Count	Frequency (%)
Common	4	66.7%
Latin	2	33.3%

Value	Count	Frequency (%)
ASCII	6	100.0%

TNM
Categorical

MISSING

Distinct count	5
Unique (%)	45.5%
Missing	134
Missing (%)	92.4%
Memory size	1.3 KiB

T4N0	5
T3N0	2
T4N2	2
T3N1	1
T1N0	1

Value	Count	Frequency (%)
T4N0	5	3.4%
T3N0	2	1.4%
T4N2	2	1.4%
T3N1	1	0.7%
T1N0	1	0.7%
(Missing)	134	92.4%

Length

Max length	4
Mean length	3.075862069
Min length	3

Value	Count	Frequency (%)
Decimal_Number	5	55.6%
Uppercase_Letter	2	22.2%
Lowercase_Letter	2	22.2%

Value	Count	Frequency (%)
Common	5	55.6%
Latin	4	44.4%

Value	Count	Frequency (%)
ASCII	9	100.0%

Reponse a la chimio P/S/RP/ RC
Categorical

Distinct count	4
Unique (%)	2.8%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

RP	121
S	17
RC	4
P	3

Value	Count	Frequency (%)
RP	121	83.4%
S	17	11.7%
RC	4	2.8%
P	3	2.1%

Length

Max length	2
Mean length	1.862068966
Min length	1

Value	Count	Frequency (%)
Uppercase_Letter	4	100.0%

Value	Count	Frequency (%)
Latin	4	100.0%

Value	Count	Frequency (%)
ASCII	4	100.0%

Biologie pre operatoire - Ca 15-3
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	7
Unique (%)	100.0%
Missing	138
Missing (%)	95.2%
Infinite	0
Infinite (%)	0.0%

Mean	23.54571429
Minimum	3
Maximum	64
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	3
5-th percentile	4.356
Q1	10.76
median	18
Q3	29.15
95-th percentile	55.3
Maximum	64
Range	61
Interquartile range (IQR)	18.39

Descriptive statistics

Standard deviation	20.69072164
Coefficient of variation (CV)	0.8787468236
Kurtosis	2.108704066
Mean	23.54571429
Median Absolute Deviation (MAD)	14.83102041
Skewness	1.419289226
Sum	164.82
Variance	428.1059619

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
23.3	1	0.7%
7.52	1	0.7%
3	1	0.7%
14	1	0.7%
18	1	0.7%
35	1	0.7%
64	1	0.7%
(Missing)	138	95.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	1	0.7%
7.52	1	0.7%
14	1	0.7%
18	1	0.7%
23.3	1	0.7%

Value	Count	Frequency (%)
64	1	0.7%
35	1	0.7%
23.3	1	0.7%
18	1	0.7%
14	1	0.7%

chirurgie conservatrice- Radicale
Categorical

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

RADICALE	129
CONSERVATRICE	16

Value	Count	Frequency (%)
RADICALE	129	89.0%
CONSERVATRICE	16	11.0%

Length

Max length	13
Mean length	8.551724138
Min length	8

Value	Count	Frequency (%)
Uppercase_Letter	12	100.0%

Value	Count	Frequency (%)
Latin	12	100.0%

Value	Count	Frequency (%)
ASCII	12	100.0%

chirurgie - Curage GG
Boolean

CONSTANT
REJECTED

Distinct count	1
Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

1	145

Frequency Table

Value	Count	Frequency (%)
1	145	100.0%

Complication post op de la chirurgie
Boolean

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

0	131
1	14

Frequency Table

Value	Count	Frequency (%)
0	131	90.3%
1	14	9.7%

SI 1 precisez
Categorical

MISSING

Distinct count	3
Unique (%)	21.4%
Missing	131
Missing (%)	90.3%
Memory size	1.3 KiB

LYMPHODEME	7
RAIDEUR BRAS	5
LYMPHOCELE	2

Value	Count	Frequency (%)
LYMPHODEME	7	4.8%
RAIDEUR BRAS	5	3.4%
LYMPHOCELE	2	1.4%
(Missing)	131	90.3%

Length

Max length	12
Mean length	3.744827586
Min length	3

Value	Count	Frequency (%)
Uppercase_Letter	15	83.3%
Lowercase_Letter	2	11.1%
Space_Separator	1	5.6%

Value	Count	Frequency (%)
Latin	17	94.4%
Common	1	5.6%

Value	Count	Frequency (%)
ASCII	18	100.0%

Anapath piece type histo
Categorical

MISSING

Distinct count	9
Unique (%)	8.6%
Missing	40
Missing (%)	27.6%
Memory size	1.3 KiB

CCI	67
CINOS	18
CLI	9
Carcinome peu diff	4
Carcinome mucineux	2
Other values (4)	5

Value	Count	Frequency (%)
CCI	67	46.2%
CINOS	18	12.4%
CLI	9	6.2%
Carcinome peu diff	4	2.8%
Carcinome mucineux	2	1.4%
Carcinome mucineux inf	2	1.4%
Processus tumoraux 0 diff	1	0.7%
Carcinome tubuleux	1	0.7%
CInsitu 0 spe	1	0.7%
(Missing)	40	27.6%

Length

Max length	25
Mean length	4.455172414
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	17	65.4%
Uppercase_Letter	7	26.9%
Space_Separator	1	3.8%
Decimal_Number	1	3.8%

Value	Count	Frequency (%)
Latin	24	92.3%
Common	2	7.7%

Value	Count	Frequency (%)
ASCII	26	100.0%

anapath piece taille tm en mm
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count	24
Unique (%)	18.2%
Missing	13
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%

Mean	24.18181818
Minimum	0
Maximum	220
Zeros	39
Zeros (%)	26.9%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	20
Q3	35
95-th percentile	70
Maximum	220
Range	220
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	30.78758007
Coefficient of variation (CV)	1.273170605
Kurtosis	16.20098557
Mean	24.18181818
Median Absolute Deviation (MAD)	19.86088154
Skewness	3.249253025
Sum	3192
Variance	947.8750867

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	39	26.9%
20	17	11.7%
25	10	6.9%
30	7	4.8%
35	7	4.8%
10	7	4.8%
70	6	4.1%
50	6	4.1%
15	5	3.4%
40	4	2.8%
Other values (14)	24	16.6%
(Missing)	13	9.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39	26.9%
2	1	0.7%
3	4	2.8%
4	1	0.7%
6	1	0.7%

Value	Count	Frequency (%)
220	1	0.7%
180	1	0.7%
110	1	0.7%
70	6	4.1%
60	4	2.8%

Anapath NB Gg envahis
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	18
Unique (%)	12.7%
Missing	3
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%

Mean	2.577464789
Minimum	0
Maximum	26
Zeros	68
Zeros (%)	46.9%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	12
Maximum	26
Range	26
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.378094964
Coefficient of variation (CV)	1.69860515
Kurtosis	7.291050104
Mean	2.577464789
Median Absolute Deviation (MAD)	3.052767308
Skewness	2.492295134
Sum	366
Variance	19.16771551

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	68	46.9%
1	23	15.9%
3	10	6.9%
2	9	6.2%
5	6	4.1%
7	4	2.8%
12	3	2.1%
4	3	2.1%
6	3	2.1%
10	2	1.4%
Other values (8)	11	7.6%
(Missing)	3	2.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	68	46.9%
1	23	15.9%
2	9	6.2%
3	10	6.9%
4	3	2.1%

Value	Count	Frequency (%)
26	1	0.7%
19	1	0.7%
16	1	0.7%
15	2	1.4%
13	1	0.7%

Anapath piece SBR
Categorical

MISSING

Distinct count	3
Unique (%)	3.3%
Missing	53
Missing (%)	36.6%
Memory size	1.3 KiB

2	58
1	18
3	16

Value	Count	Frequency (%)
2	58	40.0%
1	18	12.4%
3	16	11.0%
(Missing)	53	36.6%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

Anapath piece marges d exrese
Categorical

MISSING

Distinct count	2
Unique (%)	1.4%
Missing	2
Missing (%)	1.4%
Memory size	1.3 KiB

Saines	142
saines	1

Value	Count	Frequency (%)
Saines	142	97.9%
saines	1	0.7%
(Missing)	2	1.4%

Length

Max length	6
Mean length	5.95862069
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	5	83.3%
Uppercase_Letter	1	16.7%

Value	Count	Frequency (%)
Latin	6	100.0%

Value	Count	Frequency (%)
ASCII	6	100.0%

Anapath piece EV
Categorical

MISSING

Distinct count	4
Unique (%)	4.0%
Missing	46
Missing (%)	31.7%
Memory size	1.3 KiB

Negatif	60
Positif	31
negatif	7
positif	1

Value	Count	Frequency (%)
Negatif	60	41.4%
Positif	31	21.4%
negatif	7	4.8%
positif	1	0.7%
(Missing)	46	31.7%

Length

Max length	7
Mean length	5.731034483
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	10	83.3%
Uppercase_Letter	2	16.7%

Value	Count	Frequency (%)
Latin	12	100.0%

Value	Count	Frequency (%)
ASCII	12	100.0%

Anapath piece EPN
Categorical

MISSING

Distinct count	2
Unique (%)	2.5%
Missing	64
Missing (%)	44.1%
Memory size	1.3 KiB

negatif	68
positif	13

Value	Count	Frequency (%)
negatif	68	46.9%
positif	13	9.0%
(Missing)	64	44.1%

Length

Max length	7
Mean length	5.234482759
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	10	100.0%

Value	Count	Frequency (%)
Latin	10	100.0%

Value	Count	Frequency (%)
ASCII	10	100.0%

Anapath piece pT
Categorical

HIGH CORRELATION
MISSING

Distinct count	4
Unique (%)	7.7%
Missing	93
Missing (%)	64.1%
Memory size	1.3 KiB

2	21
4	17
1	9
3	5

Value	Count	Frequency (%)
2	21	14.5%
4	17	11.7%
1	9	6.2%
3	5	3.4%
(Missing)	93	64.1%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	5	62.5%
Lowercase_Letter	2	25.0%
Other_Punctuation	1	12.5%

Value	Count	Frequency (%)
Common	6	75.0%
Latin	2	25.0%

Value	Count	Frequency (%)
ASCII	8	100.0%

Anapath piece pN
Categorical

HIGH CORRELATION
MISSING

Distinct count	4
Unique (%)	8.0%
Missing	95
Missing (%)	65.5%
Memory size	1.3 KiB

1	20
0	15
2	8
3	7

Value	Count	Frequency (%)
1	20	13.8%
0	15	10.3%
2	8	5.5%
3	7	4.8%
(Missing)	95	65.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

Anapath piece pM
Boolean

HIGH CORRELATION
MISSING

Distinct count	2
Unique (%)	15.4%
Missing	132
Missing (%)	91.0%
Memory size	1.3 KiB

0	11
1	2
(Missing)	132

Frequency Table

Value	Count	Frequency (%)
0	11	7.6%
1	2	1.4%
(Missing)	132	91.0%

Score de Sataloff Sein
Categorical

Distinct count	5
Unique (%)	3.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

TC	51
TA	39
TB	27
TD	27
TA	1

Value	Count	Frequency (%)
TC	51	35.2%
TA	39	26.9%
TB	27	18.6%
TD	27	18.6%
TA	1	0.7%

Length

Max length	3
Mean length	2.006896552
Min length	2

Value	Count	Frequency (%)
Uppercase_Letter	5	83.3%
Space_Separator	1	16.7%

Value	Count	Frequency (%)
Latin	5	83.3%
Common	1	16.7%

Value	Count	Frequency (%)
ASCII	6	100.0%

Score de Sataloff Gg
Categorical

MISSING

Distinct count	4
Unique (%)	3.8%
Missing	39
Missing (%)	26.9%
Memory size	1.3 KiB

NC	47
NB	34
ND	24
NV	1

Value	Count	Frequency (%)
NC	47	32.4%
NB	34	23.4%
ND	24	16.6%
NV	1	0.7%
(Missing)	39	26.9%

Length

Max length	3
Mean length	2.268965517
Min length	2

Value	Count	Frequency (%)
Uppercase_Letter	5	71.4%
Lowercase_Letter	2	28.6%

Value	Count	Frequency (%)
Latin	7	100.0%

Value	Count	Frequency (%)
ASCII	7	100.0%

Score de chevalier
Categorical

HIGH CORRELATION
MISSING

Distinct count	4
Unique (%)	11.4%
Missing	110
Missing (%)	75.9%
Memory size	1.3 KiB

3	17
4	9
1	6
2	3

Value	Count	Frequency (%)
3	17	11.7%
4	9	6.2%
1	6	4.1%
2	3	2.1%
(Missing)	110	75.9%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	5	62.5%
Lowercase_Letter	2	25.0%
Other_Punctuation	1	12.5%

Value	Count	Frequency (%)
Common	6	75.0%
Latin	2	25.0%

Value	Count	Frequency (%)
ASCII	8	100.0%

Chimio ADJ Ou I-0
Boolean

Distinct count	2
Unique (%)	1.4%
Missing	1
Missing (%)	0.7%
Memory size	1.3 KiB

0	141
1	3
(Missing)	1

Frequency Table

Value	Count	Frequency (%)
0	141	97.2%
1	3	2.1%
(Missing)	1	0.7%

Rxttt
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	1.4%
Missing	1
Missing (%)	0.7%
Memory size	1.3 KiB

1	140
0	4
(Missing)	1

Frequency Table

Value	Count	Frequency (%)
1	140	96.6%
0	4	2.8%
(Missing)	1	0.7%

Rxttt indication
Categorical

MISSING

Distinct count	3
Unique (%)	2.1%
Missing	5
Missing (%)	3.4%
Memory size	1.3 KiB

ADJ	138
meta cerebral	1
compression medu	1

Value	Count	Frequency (%)
ADJ	138	95.2%
meta cerebral	1	0.7%
compression medu	1	0.7%
(Missing)	5	3.4%

Length

Max length	16
Mean length	3.15862069
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	15	78.9%
Uppercase_Letter	3	15.8%
Space_Separator	1	5.3%

Value	Count	Frequency (%)
Latin	18	94.7%
Common	1	5.3%

Value	Count	Frequency (%)
ASCII	19	100.0%

Rxttt site d irradiation
Categorical

MISSING

Distinct count	13
Unique (%)	9.6%
Missing	10
Missing (%)	6.9%
Memory size	1.3 KiB

paroisus clav	94
paroi sus clav	17
paroisus clavboost	7
paroi	4
paroi sus clavboost	4
Other values (8)	9

Value	Count	Frequency (%)
paroisus clav	94	64.8%
paroi sus clav	17	11.7%
paroisus clavboost	7	4.8%
paroi	4	2.8%
paroi sus clavboost	4	2.8%
Sein D sus clav D	2	1.4%
Sein D sus clav D Ax d	1	0.7%
Sein D sus clav	1	0.7%
encephale	1	0.7%
paroi boost	1	0.7%
Other values (3)	3	2.1%
(Missing)	10	6.9%

Length

Max length	22
Mean length	12.8
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	17	77.3%
Uppercase_Letter	4	18.2%
Space_Separator	1	4.5%

Value	Count	Frequency (%)
Latin	21	95.5%
Common	1	4.5%

Value	Count	Frequency (%)
ASCII	22	100.0%

Rxttt Nb de seances
Categorical

HIGH CORRELATION
MISSING

Distinct count	3
Unique (%)	2.3%
Missing	12
Missing (%)	8.3%
Memory size	1.3 KiB

15	84
25	48
5	1

Value	Count	Frequency (%)
15	84	57.9%
25	48	33.1%
5	1	0.7%
(Missing)	12	8.3%

Length

Max length	4
Mean length	3.910344828
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

Rxttt dose
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	7
Unique (%)	5.3%
Missing	12
Missing (%)	8.3%
Infinite	0
Infinite (%)	0.0%

Mean	44.84962406
Minimum	20
Maximum	60
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	20
5-th percentile	42
Q1	42
median	42
Q3	50
95-th percentile	50
Maximum	60
Range	40
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.087858752
Coefficient of variation (CV)	0.1134426176
Kurtosis	4.337370163
Mean	44.84962406
Median Absolute Deviation (MAD)	4.1709537
Skewness	-0.2404875592
Sum	5965
Variance	25.88630668

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
42	80	55.2%
50	45	31.0%
60	3	2.1%
40	2	1.4%
30	1	0.7%
20	1	0.7%
45	1	0.7%
(Missing)	12	8.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20	1	0.7%
30	1	0.7%
40	2	1.4%
42	80	55.2%
45	1	0.7%

Value	Count	Frequency (%)
60	3	2.1%
50	45	31.0%
45	1	0.7%
42	80	55.2%
40	2	1.4%

Hormonottt 1-0
Boolean

MISSING

Distinct count	2
Unique (%)	1.4%
Missing	3
Missing (%)	2.1%
Memory size	1.3 KiB

1	103
0	39
(Missing)	3

Frequency Table

Value	Count	Frequency (%)
1	103	71.0%
0	39	26.9%
(Missing)	3	2.1%

Hormonottt protocole
Categorical

MISSING

Distinct count	2
Unique (%)	1.9%
Missing	40
Missing (%)	27.6%
Memory size	1.3 KiB

Tamoxifene	97
letrozole	8

Value	Count	Frequency (%)
Tamoxifene	97	66.9%
letrozole	8	5.5%
(Missing)	40	27.6%

Length

Max length	10
Mean length	8.013793103
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	12	92.3%
Uppercase_Letter	1	7.7%

Value	Count	Frequency (%)
Latin	13	100.0%

Value	Count	Frequency (%)
ASCII	13	100.0%

Hormonottt dose mg
Categorical

MISSING

Distinct count	2
Unique (%)	1.9%
Missing	40
Missing (%)	27.6%
Memory size	1.3 KiB

20	97
2.5	8

Value	Count	Frequency (%)
20	97	66.9%
2.5	8	5.5%
(Missing)	40	27.6%

Length

Max length	4
Mean length	3.668965517
Min length	3

Value	Count	Frequency (%)
Decimal_Number	3	50.0%
Lowercase_Letter	2	33.3%
Other_Punctuation	1	16.7%

Value	Count	Frequency (%)
Common	4	66.7%
Latin	2	33.3%

Value	Count	Frequency (%)
ASCII	6	100.0%

Reponse au ttt
Categorical

MISSING

Distinct count	4
Unique (%)	2.8%
Missing	2
Missing (%)	1.4%
Memory size	1.3 KiB

RP	82
RC	29
S	22
P	10

Value	Count	Frequency (%)
RP	82	56.6%
RC	29	20.0%
S	22	15.2%
P	10	6.9%
(Missing)	2	1.4%

Length

Max length	3
Mean length	1.793103448
Min length	1

Value	Count	Frequency (%)
Uppercase_Letter	4	66.7%
Lowercase_Letter	2	33.3%

Value	Count	Frequency (%)
Latin	6	100.0%

Value	Count	Frequency (%)
ASCII	6	100.0%

Evolution Perdue de vue
Boolean

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

0	138
1	7

Frequency Table

Value	Count	Frequency (%)
0	138	95.2%
1	7	4.8%

Vivant
Boolean

HIGH CORRELATION
MISSING

Distinct count	2
Unique (%)	1.4%
Missing	7
Missing (%)	4.8%
Memory size	1.3 KiB

1	136
0	2
(Missing)	7

Frequency Table

Value	Count	Frequency (%)
1	136	93.8%
0	2	1.4%
(Missing)	7	4.8%

Decede
Boolean

HIGH CORRELATION
MISSING

Distinct count	2
Unique (%)	1.4%
Missing	7
Missing (%)	4.8%
Memory size	1.3 KiB

0	136
1	2
(Missing)	7

Frequency Table

Value	Count	Frequency (%)
0	136	93.8%
1	2	1.4%
(Missing)	7	4.8%

Evolution Recidive
Boolean

MISSING

Distinct count	2
Unique (%)	1.5%
Missing	8
Missing (%)	5.5%
Memory size	1.3 KiB

0	102
1	35
(Missing)	8

Frequency Table

Value	Count	Frequency (%)
0	102	70.3%
1	35	24.1%
(Missing)	8	5.5%

Recidive siege
Categorical

MISSING

Distinct count	18
Unique (%)	51.4%
Missing	110
Missing (%)	75.9%
Memory size	1.3 KiB

foie	4
poumon	4
Sein G	4
cerebral	4
LOCALE	3
Other values (13)	16

Value	Count	Frequency (%)
foie	4	2.8%
poumon	4	2.8%
Sein G	4	2.8%
cerebral	4	2.8%
LOCALE	3	2.1%
os	3	2.1%
os, foie	2	1.4%
locale	1	0.7%
locale,os,foie	1	0.7%
FOIE	1	0.7%
Other values (8)	8	5.5%
(Missing)	110	75.9%

Length

Max length	20
Mean length	4.006896552
Min length	2

Value	Count	Frequency (%)
Lowercase_Letter	17	58.6%
Uppercase_Letter	10	34.5%
Space_Separator	1	3.4%
Other_Punctuation	1	3.4%

Value	Count	Frequency (%)
Latin	27	93.1%
Common	2	6.9%

Value	Count	Frequency (%)
ASCII	29	100.0%

Recidive trt
Categorical

MISSING

Distinct count	4
Unique (%)	19.0%
Missing	124
Missing (%)	85.5%
Memory size	1.3 KiB

chimio	14
RTH	5
Chimio 6 cures	1
Chimio	1

Value	Count	Frequency (%)
chimio	14	9.7%
RTH	5	3.4%
Chimio 6 cures	1	0.7%
Chimio	1	0.7%
(Missing)	124	85.5%

Length

Max length	14
Mean length	3.393103448
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	11	64.7%
Uppercase_Letter	4	23.5%
Space_Separator	1	5.9%
Decimal_Number	1	5.9%

Value	Count	Frequency (%)
Latin	15	88.2%
Common	2	11.8%

Value	Count	Frequency (%)
ASCII	17	100.0%

Recidive EVolution PDV
Boolean

HIGH CORRELATION
MISSING

Distinct count	2
Unique (%)	16.7%
Missing	133
Missing (%)	91.7%
Memory size	1.3 KiB

1	9
0	3
(Missing)	133

Frequency Table

Value	Count	Frequency (%)
1	9	6.2%
0	3	2.1%
(Missing)	133	91.7%

Recidive evolution deces ou 0
Boolean

MISSING

Distinct count	1
Unique (%)	100.0%
Missing	144
Missing (%)	99.3%
Memory size	1.3 KiB

1	1
(Missing)	144

Frequency Table

Value	Count	Frequency (%)
1	1	0.7%
(Missing)	144	99.3%

Remissions ou en cours de trt
Boolean

MISSING

Distinct count	1
Unique (%)	50.0%
Missing	143
Missing (%)	98.6%
Memory size	1.3 KiB

1	2
(Missing)	143

Frequency Table

Value	Count	Frequency (%)
1	2	1.4%
(Missing)	143	98.6%

Survie globale par mois
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	51
Unique (%)	35.4%
Missing	1
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%

Mean	32.88194444
Minimum	11
Maximum	77
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	11
5-th percentile	14
Q1	22
median	31
Q3	42
95-th percentile	59.55
Maximum	77
Range	66
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	14.05458715
Coefficient of variation (CV)	0.4274256705
Kurtosis	0.02794848769
Mean	32.88194444
Median Absolute Deviation (MAD)	11.43991127
Skewness	0.6408439109
Sum	4735
Variance	197.53142

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
23	7	4.8%
22	7	4.8%
43	6	4.1%
15	6	4.1%
30	6	4.1%
28	5	3.4%
42	5	3.4%
31	5	3.4%
32	5	3.4%
26	5	3.4%
Other values (41)	87	60.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11	1	0.7%
12	3	2.1%
13	2	1.4%
14	4	2.8%
15	6	4.1%

Value	Count	Frequency (%)
77	1	0.7%
70	1	0.7%
66	2	1.4%
65	1	0.7%
63	1	0.7%

Survie sans recidive
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	50
Unique (%)	34.7%
Missing	1
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%

Mean	21.52777778
Minimum	1
Maximum	57
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	11.75
median	20
Q3	30.25
95-th percentile	43.85
Maximum	57
Range	56
Interquartile range (IQR)	18.5

Descriptive statistics

Standard deviation	13.00239055
Coefficient of variation (CV)	0.6039820127
Kurtosis	-0.2892003002
Mean	21.52777778
Median Absolute Deviation (MAD)	10.73032407
Skewness	0.5839836165
Sum	3100
Variance	169.0621601

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9	8	5.5%
14	7	4.8%
13	7	4.8%
24	6	4.1%
5	6	4.1%
22	6	4.1%
12	5	3.4%
31	5	3.4%
18	4	2.8%
7	4	2.8%
Other values (40)	86	59.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.7%
3	4	2.8%
4	4	2.8%
5	6	4.1%
6	2	1.4%

Value	Count	Frequency (%)
57	1	0.7%
56	1	0.7%
54	1	0.7%
53	1	0.7%
49	1	0.7%

pCR
Boolean

Distinct count	2
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

0	116
1	29

Frequency Table

Value	Count	Frequency (%)
0	116	80.0%
1	29	20.0%

Age_bins
Categorical

Distinct count	8
Unique (%)	5.6%
Missing	1
Missing (%)	0.7%
Memory size	721.0 B

(44.0, 51.0]	40
(37.0, 44.0]	28
(51.0, 58.0]	26
(58.0, 65.0]	20
(30.0, 37.0]	12
Other values (3)	18

Value	Count	Frequency (%)
(44.0, 51.0]	40	27.6%
(37.0, 44.0]	28	19.3%
(51.0, 58.0]	26	17.9%
(58.0, 65.0]	20	13.8%
(30.0, 37.0]	12	8.3%
(65.0, 72.0]	7	4.8%
(22.944, 30.0]	6	4.1%
(72.0, 79.0]	5	3.4%
(Missing)	1	0.7%

Length

Max length	14
Mean length	12.02068966
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	58.8%
Lowercase_Letter	2	11.8%
Other_Punctuation	2	11.8%
Open_Punctuation	1	5.9%
Space_Separator	1	5.9%
Close_Punctuation	1	5.9%

Value	Count	Frequency (%)
Common	15	88.2%
Latin	2	11.8%

Value	Count	Frequency (%)
ASCII	17	100.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

First rows

	Nom	Prenom	IP	Age	Statut Marital	Origine	ATCDs personnels ? Diabete	ATCDs personnels - HTAÿ	ATCDs personnels - Dyslipidemie	ATCDs personnels - Contraception	ATCDs personnels - Contraception - Typeÿ	ATCDs personnels - Contraception - Duree	ATCDs personnels - Parite	ATCDs personnels ? Gestite	ATCD personnels Cancer du sein	ATCD Cancer du sien - Localisation	Cancer du sein Traitement	ATCDs familiaux de cancer	ATCDs familiaux de cancer - Localisation de la Tm	ATCDs familiaux de cancer - Degre de parite	Menopausee	Menopausee Depuis en annees	CDD-Nodules	CDD-Sx inflammatoires	CDD-Ecoulement mamelonaire	CDD-ADP	CDD-DLR	Unnamed: 30	Delai entre 1er symptome et le diagnostic par mois	Etat general OMS	Poids	Taille	IMC	Clinicial NB lesions S	Clinical Localisation SEIN	Clinical localisation ADP	Clinicial taille Tm par mm	Clinical TNM par T	Clinicaal TNM par N	Clinicial -PEV	Echo - Nombre de lsions	Echo - Localisation	Echo - Micro calcifications	Echo - ACR	Echo-ADP axillaires	Echo ADP axillaires NB	CA 15-3 initial U-ml	Bilan d extension Rx thorax echo hepatique	Extension TDM TAP	Examens Scintigraphie osseuse	TDM cerebrale	Metastases	Metastases - Uniques Multiples	Metastases viscerale	Metastases Osseuses	Metastases -Diagnostic des meta avant chirurgie -apres chirurgie	Type biopsie	Type histologique	SBR	Nombre de mitose 10 champ	HER 2	RP%	RE%	ki67	EV	trt HERceptin	ChimioTTT neo adjuvante -Indication	ChimioTTT neo adjuvante - Protocoles et doses	ChimioTTT neo adjuvante - Nbre cures recues	ChimioTTT neo adjuvante -Toxicites	Chimio 2eme ligne	Chimio - Indication	Chimio 2- Protocole et doses	Chimio 2 - Nbre cures recues	Chimio 2 - Toxicite	Chirurgie -Examen clinique avant chirurgie- Taille	TNM	Reponse a la chimio P/S/RP/ RC	Biologie pre operatoire - Ca 15-3	chirurgie conservatrice- Radicale	chirurgie - Curage GG	Complication post op de la chirurgie	SI 1 precisez	Anapath piece type histo	anapath piece taille tm en mm	Anapath NB Gg envahis	Anapath piece SBR	Anapath piece marges d exrese	Anapath piece EV	Anapath piece EPN	Anapath piece pT	Anapath piece pN	Anapath piece pM	Score de Sataloff Sein	Score de Sataloff Gg	Score de chevalier	Chimio ADJ Ou I-0	Rxttt	Rxttt indication	Rxttt site d irradiation	Rxttt Nb de seances	Rxttt dose	Hormonottt 1-0	Hormonottt protocole	Hormonottt dose mg	Reponse au ttt	Vivant	Evolution Recidive	Recidive siege	Recidive trt	Recidive EVolution PDV	Recidive evolution deces ou 0	Remissions ou en cours de trt	Survie globale par mois	Survie sans recidive	pCR	Age_bins
0	L	J	114571.0	70.0	Veuve	Oujda	1	0	1	0.0	NaN	NaN	NaN	NaN	0.0	NaN	NaN	0.0	NaN	NaN	1.0	22.0	1	1	1	0	1	NaN	12.0	1.0	66.0	1.49	29.7	1.0	D	AX D	70.0	4.0	1.0	2.0	1.0	NaN	NaN	5.0	1.0	plusieurs	NaN	1.0	1	0	NaN	0	NaN	0	0	NaN	TRUCUT	CCI	2.0	14	Positif	0.0	8.0	NaN	negatif	NaN	sein inflammatoire	12 Pacli weekly	12.0	0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	RP	NaN	RADICALE	1	1	RAIDEUR BRAS	CCI	NaN	12.0	1.0	saines	Negatif	negatif	NaN	NaN	NaN	TA	NB	1.0	NaN	1.0	ADJ	Sein D sus clav D	25.0	60.0	0.0	NaN	NaN	RC	1.0	0.0	NaN	NaN	NaN	NaN	NaN	38.0	30.0	1	(65.0, 72.0]
1	Y	N	997.0	42.0	Mariee	Oujda	0	0	0	1.0	op	NaN	3.0	3.0	0.0	NaN	NaN	0.0	NaN	NaN	0.0	NaN	1	0	0	0	0	NaN	1.0	1.0	99.0	1.66	36.0	1.0	G	AX G	40.0	4.0	1.0	2.0	NaN	QSE Sein G	0.0	5.0	1.0	plusieurs	10.66	1.0	1	1	NaN	0	NaN	0	0	NaN	TRUCUT	CCI	2.0	8	Negatif	80.0	60.0	NaN	negatif	0.0	sein inflammatoire	3AC605 pacli	8.0	0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	S	64.0	RADICALE	1	0	NaN	CCI	27.0	5.0	2.0	Saines	Negatif	negatif	4.0	2.0	0.0	TB	NC	NaN	0.0	1.0	ADJ	Sein G sus clav G	25.0	60.0	1.0	Tamoxifene	20.0	P	1.0	1.0	Sein G	NaN	NaN	NaN	NaN	23.0	5.0	0	(37.0, 44.0]
2	J	F	NaN	71.0	Mariee	NaN	0	0	0	0.0	NaN	NaN	7.0	7.0	0.0	NaN	NaN	0.0	NaN	NaN	1.0	22.0	0	0	0	0	1	NaN	48.0	0.0	65.0	1.60	25.4	1.0	D	NaN	40.0	4.0	0.0	2.0	1.0	QSE Sein D	0.0	5.0	0.0	0	56.80	0.0	1	0	NaN	1	Multiples	1	1	avant	TRUCUT	CCI	2.0	NaN	Positif	40.0	90.0	NaN	negatif	NaN	sein inflammatoire	4FEC4AC60	8.0	alopecie , vomissement	1.0	progression	Xeloda	17.0	neuro	NaN	NaN	S	35.0	RADICALE	1	0	NaN	CCI	20.0	0.0	2.0	Saines	Negatif	negatif	NaN	NaN	NaN	TC	NaN	NaN	0.0	0.0	NaN	NaN	NaN	NaN	1.0	Tamoxifene	20.0	RP	1.0	0.0	NaN	NaN	NaN	NaN	NaN	77.0	35.0	0	(65.0, 72.0]
3	M	K	NaN	53.0	Mariee	Nador	0	0	0	0.0	NaN	NaN	1.0	1.0	0.0	NaN	NaN	0.0	NaN	NaN	0.0	NaN	1	1	0	0	1	NaN	24.0	1.0	77.0	1.60	30.0	1.0	D	NaN	NaN	4.0	0.0	2.0	NaN	QSI Sein D	0.0	5.0	0.0	0	34.80	1.0	1	1	1.0	1	Multiples	0	1	avant	TRUCUT	CCI	2.0	NaN	Negatif	100.0	100.0	NaN	positif	0.0	sein inflammatoire	4AC60 4PACLI	8.0	mucite, alopecie , myalgie	0.0	NaN	NaN	NaN	NaN	NaN	T4N0	RP	NaN	RADICALE	1	0	NaN	CCI	30.0	4.0	1.0	Saines	Positif	positif	4.0	2.0	1.0	TA	NC	4.0	0.0	1.0	ADJ	Sein D sus clav D	25.0	50.0	1.0	Tamoxifene	20.0	RP	1.0	0.0	NaN	NaN	NaN	NaN	NaN	66.0	54.0	0	(51.0, 58.0]
4	A	T	1283.0	46.0	Divorcee	NaN	0	0	0	NaN	NaN	NaN	NaN	NaN	0.0	NaN	NaN	0.0	NaN	NaN	0.0	NaN	1	0	0	1	0	NaN	NaN	0.0	75.0	1.68	26.6	1.0	D	AX D	NaN	4.0	1.0	2.0	1.0	Sein D	NaN	5.0	1.0	2	26.00	1.0	1	1	0.0	1	Multiples	1	1	avant	TRUCUT	CCI	2.0	nombreux	Negatif	70.0	70.0	NaN	negatif	NaN	sein inflammatoire	4AC604TXT	8.0	NaN	0.0	NaN	NaN	NaN	NaN	NaN	T4N0	S	NaN	RADICALE	1	0	NaN	CCI	60.0	0.0	1.0	Saines	Positif	negatif	4.0	1.0	0.0	TB	NaN	2.0	0.0	1.0	ADJ	Sein D sus clav D Ax d	25.0	50.0	1.0	Tamoxifene	20.0	RP	1.0	1.0	Sein G	Chimio 6 cures	1.0	NaN	NaN	45.0	19.0	0	(44.0, 51.0]
5	H	D	NaN	76.0	Mariee	Nador	1	1	0	0.0	NaN	NaN	8.0	8.0	0.0	NaN	NaN	0.0	NaN	NaN	1.0	25.0	1	0	1	0	0	NaN	24.0	1.0	63.0	1.57	25.0	1.0	D	NaN	70.0	4.0	0.0	2.0	1.0	J QSI/QSE Sein D	0.0	4.0	0.0	0	15.50	1.0	1	0	0.0	0	NaN	0	0	NaN	TRUCUT	CCI	2.0	nombreux	Positif	0.0	10.0	NaN	positif	NaN	sein inflammatoire	3AC603Pacli	6.0	0	0.0	NaN	NaN	NaN	NaN	30.0	T4N0	RP	NaN	RADICALE	1	0	NaN	CCI	70.0	0.0	2.0	Saines	Negatif	negatif	NaN	NaN	NaN	TA	NaN	1.0	0.0	1.0	ADJ	Sein D sus clav	25.0	50.0	1.0	Tamoxifene	20.0	RC	1.0	0.0	NaN	NaN	NaN	NaN	NaN	66.0	57.0	1	(72.0, 79.0]
6	M	F	NaN	65.0	Mariee	Berkane	0	0	0	1.0	op	NaN	4.0	4.0	1.0	NaN	NaN	NaN	NaN	NaN	1.0	NaN	1	1	1	0	1	NaN	48.0	3.0	50.0	1.46	23.4	1.0	D	NaN	NaN	4.0	2.0	2.0	1.0	Sein G	NaN	5.0	1.0	NaN	NaN	0.0	1	1	0.0	0	NaN	0	0	NaN	TRUCUT	CCI	3.0	nombreux	Negatif	5.0	95.0	NaN	negatif	0.0	sein inflammatoire	3AC602TXT4PACLI	9.0	neutropenie , alopecie	1.0	progression	Xeloda 5 cycles	5.0	NaN	NaN	T4N2	RP	18.0	RADICALE	1	0	NaN	CCI	50.0	3.0	1.0	Saines	Positif	NaN	4.0	2.0	0.0	TC	NC	NaN	0.0	1.0	ADJ	paroi sus clav	25.0	50.0	1.0	Tamoxifene	20.0	S	1.0	0.0	NaN	NaN	NaN	NaN	NaN	57.0	48.0	0	(58.0, 65.0]
7	E	F	1792.0	53.0	Mariee	NaN	0	0	0	NaN	NaN	NaN	1.0	1.0	0.0	NaN	NaN	1.0	sein	1.0	1.0	8.0	1	0	0	0	0	NaN	2.0	0.0	90.0	1.62	34.0	1.0	D	NaN	50.0	3.0	1.0	0.0	1.0	J QII/QIE Sein G	0.0	5.0	0.0	0	50.69	1.0	1	1	0.0	0	NaN	0	0	NaN	TRUCUT	CCI	2.0	15	Positif	0.0	0.0	NaN	negatif	1.0	Conservation	4AC604TXT	8.0	0	0.0	NaN	NaN	NaN	NaN	30.0	T3N1	RP	NaN	CONSERVATRICE	1	0	NaN	CCI	20.0	0.0	1.0	Saines	Negatif	negatif	3.0	0.0	0.0	TC	NaN	2.0	0.0	1.0	ADJ	paroi sus clav	25.0	50.0	0.0	NaN	NaN	RP	1.0	0.0	NaN	NaN	NaN	NaN	NaN	61.0	49.0	0	(51.0, 58.0]
8	Z	Z	NaN	64.0	Celibataire	NaN	0	0	0	0.0	NaN	NaN	0.0	0.0	0.0	NaN	NaN	0.0	NaN	NaN	1.0	15.0	1	0	0	0	0	NaN	1.0	0.0	60.0	1.69	21.0	1.0	D	NaN	25.0	2.0	0.0	0.0	1.0	QIE Sein G	0.0	5.0	0.0	0	18.00	1.0	1	1	0.0	0	NaN	0	0	NaN	TRUCUT	CCI	NaN	nombreux	Positif	90.0	100.0	NaN	negatif	NaN	Conservation	4AC602PACLI	6.0	neuropathie	0.0	NaN	NaN	NaN	NaN	NaN	T3N0	RP	NaN	CONSERVATRICE	1	1	RAIDEUR BRAS	CCI	6.0	0.0	2.0	Saines	Negatif	negatif	NaN	NaN	NaN	TB	NaN	2.0	0.0	1.0	ADJ	paroi boost	25.0	50.0	1.0	Tamoxifene	20.0	RP	1.0	0.0	NaN	NaN	NaN	NaN	NaN	48.0	41.0	0	(58.0, 65.0]
9	B	K	3196.0	39.0	Mariee	Oujda	0	0	0	1.0	NaN	NaN	2.0	2.0	1.0	D	Tumerectomie	0.0	NaN	NaN	0.0	NaN	0	0	1	0	1	NaN	1.0	0.0	45.0	1.58	18.0	1.0	D	NaN	NaN	4.0	0.0	2.0	1.0	Sein D	0.0	NaN	1.0	1	NaN	0.0	1	1	0.0	0	NaN	0	0	NaN	CHIRURGICALE	CCI	1.0	nombreux	Negatif	15.0	100.0	NaN	negatif	0.0	Galactophorite	4AC604TXT	8.0	alopecie	0.0	NaN	NaN	NaN	NaN	NaN	NaN	RP	NaN	RADICALE	1	0	NaN	NaN	0.0	0.0	NaN	Saines	NaN	NaN	NaN	NaN	NaN	TA	NaN	NaN	0.0	1.0	ADJ	paroi	25.0	50.0	0.0	NaN	NaN	RC	1.0	1.0	Sein G	Chimio	NaN	NaN	1.0	65.0	41.0	1	(37.0, 44.0]

Last rows

	Nom	Prenom	IP	Age	Statut Marital	Origine	ATCDs personnels - HTAÿ	ATCDs personnels - Contraception	ATCDs personnels - Contraception - Typeÿ	ATCDs personnels - Contraception - Duree	ATCDs personnels - Parite	ATCDs personnels ? Gestite	ATCD Cancer du sien - Localisation	Cancer du sein Traitement	ATCDs familiaux de cancer	ATCDs familiaux de cancer - Localisation de la Tm	ATCDs familiaux de cancer - Degre de parite	Menopausee	Menopausee Depuis en annees	CDD-Nodules	CDD-Sx inflammatoires	CDD-Ecoulement mamelonaire	CDD-DLR	Unnamed: 30	Delai entre 1er symptome et le diagnostic par mois	Etat general OMS	Poids	Taille	IMC	Clinicial NB lesions S	Clinical Localisation SEIN	Clinical localisation ADP	Clinicial taille Tm par mm	Clinical TNM par T	Clinicaal TNM par N	Clinicial -PEV	Echo - Nombre de lsions	Echo - Localisation	Echo - Micro calcifications	Echo - ACR	Echo-ADP axillaires	Echo ADP axillaires NB	CA 15-3 initial U-ml	Bilan d extension Rx thorax echo hepatique	Extension TDM TAP	Examens Scintigraphie osseuse	Metastases	Metastases - Uniques Multiples	Metastases Osseuses	Metastases -Diagnostic des meta avant chirurgie -apres chirurgie	Type biopsie	Type histologique	SBR	Nombre de mitose 10 champ	HER 2	RP%	RE%	ki67	EV	trt HERceptin	ChimioTTT neo adjuvante -Indication	ChimioTTT neo adjuvante - Protocoles et doses	ChimioTTT neo adjuvante - Nbre cures recues	ChimioTTT neo adjuvante -Toxicites	Chimio - Indication	Chimio 2- Protocole et doses	Chimio 2 - Nbre cures recues	Chimio 2 - Toxicite	Chirurgie -Examen clinique avant chirurgie- Taille	TNM	Reponse a la chimio P/S/RP/ RC	Biologie pre operatoire - Ca 15-3	chirurgie conservatrice- Radicale	chirurgie - Curage GG	Complication post op de la chirurgie	SI 1 precisez	Anapath piece type histo	anapath piece taille tm en mm	Anapath NB Gg envahis	Anapath piece SBR	Anapath piece marges d exrese	Anapath piece EV	Anapath piece EPN	Anapath piece pT	Anapath piece pN	Anapath piece pM	Score de Sataloff Sein	Score de Sataloff Gg	Score de chevalier	Rxttt	Rxttt indication	Rxttt site d irradiation	Rxttt Nb de seances	Rxttt dose	Hormonottt 1-0	Hormonottt protocole	Hormonottt dose mg	Reponse au ttt	Vivant	Evolution Recidive	Recidive siege	Recidive trt	Recidive EVolution PDV	Recidive evolution deces ou 0	Remissions ou en cours de trt	Survie globale par mois	Survie sans recidive	pCR	Age_bins
135	A	F	183828.0	47.0	NaN	Nador	0	1.0	NaN	9.0	4.0	4.0	NaN	NaN	0.0	NaN	NaN	0.0	NaN	1	0	0	0	NaN	3.0	1.0	75.0	1.57	30.4	1.0	G	NaN	80.0	4.0	0.0	2.0	NaN	QI Sein G	NaN	5.0	1.0	1	NaN	0.0	1	0	0	NaN	0	NaN	TRUCUT	CCI	2.0	NaN	Negatif	100.0	40.0	40.0	NaN	0.0	Sein inflammatoire	4AC604TXT	8.0	0	NaN	NaN	NaN	NaN	NaN	NaN	RP	NaN	CONSERVATRICE	1	0	NaN	CCI	NaN	0.0	2.0	Saines	NaN	NaN	NaN	NaN	NaN	TC	NB	NaN	1.0	ADJ	paroisus clav	15.0	42.0	1.0	Tamoxifene	20.0	RP	1.0	1.0	LOCALE	NaN	NaN	NaN	NaN	22.0	8.0	0	(44.0, 51.0]
136	B	F	170630.0	58.0	Mariee	Nador	0	1.0	NaN	NaN	2.0	2.0	NaN	NaN	0.0	NaN	NaN	1.0	3.0	1	0	0	0	NaN	2.0	0.0	60.0	1.50	26.7	1.0	D	NaN	NaN	4.0	0.0	2.0	NaN	Sein D	NaN	NaN	0.0	0	NaN	0.0	1	1	1	multiples	1	avant	CHIRURGICALE	CINOS	NaN	20	Negatif	0.0	0.0	NaN	negatif	0.0	Sein inflammatoire	4AC604TXT	8.0	anemie, cutane	NaN	NaN	NaN	NaN	NaN	NaN	S	NaN	RADICALE	1	0	NaN	Carcinome peu diff	180.0	0.0	3.0	Saines	NaN	NaN	NaN	NaN	NaN	TD	NB	NaN	1.0	ADJ	paroisus clav	15.0	42.0	0.0	NaN	NaN	P	1.0	1.0	Sein controlat	NaN	NaN	NaN	NaN	15.0	9.0	0	(51.0, 58.0]
137	K	S	190087.0	38.0	Mariee	Nador	0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	0.0	NaN	NaN	0.0	NaN	1	0	0	0	NaN	6.0	1.0	NaN	NaN	NaN	1.0	D	NaN	NaN	4.0	1.0	2.0	NaN	QIE Sein D	NaN	NaN	1.0	NaN	NaN	1.0	1	0	0	NaN	0	NaN	TRUCUT	CCI	NaN	nombreux	Negatif	20.0	70.0	NaN	NaN	0.0	Sein inflammatoire	3AC603TXT	6.0	0	NaN	NaN	NaN	NaN	NaN	NaN	RP	NaN	RADICALE	1	0	NaN	CCI	20.0	8.0	2.0	Saines	Positif	negatif	NaN	NaN	NaN	TC	NC	NaN	1.0	ADJ	paroisus clav	25.0	50.0	1.0	Tamoxifene	20.0	RP	1.0	0.0	NaN	NaN	NaN	NaN	NaN	21.0	13.0	0	(37.0, 44.0]
138	M	F	187839.0	59.0	Celibataire	Berkane	0	0.0	NaN	NaN	0.0	0.0	NaN	NaN	1.0	COLON	1.0	1.0	14.0	1	0	0	1	NaN	10.0	1.0	80.0	1.53	24.2	1.0	D	NaN	80.0	4.0	0.0	2.0	NaN	QSE Sein D	NaN	NaN	0.0	0	42.5	1.0	1	0	0	NaN	0	NaN	TRUCUT	CCI	3.0	NaN	Positif	3.0	5.0	70.0	NaN	1.0	Sein inflammatoire	4AC604TXT	8.0	Mucite,alopecie,diarrhee	NaN	NaN	NaN	NaN	NaN	NaN	RP	NaN	RADICALE	1	0	NaN	CINOS	50.0	0.0	3.0	Saines	NaN	NaN	NaN	NaN	NaN	TC	NB	3.0	1.0	ADJ	paroisus clav	15.0	42.0	0.0	NaN	NaN	RP	1.0	0.0	NaN	NaN	NaN	NaN	NaN	22.0	12.0	0	(58.0, 65.0]
139	Z	H	186916.0	47.0	Mariee	Oujda	0	1.0	NaN	15.0	NaN	NaN	NaN	NaN	0.0	NaN	NaN	0.0	NaN	1	0	0	1	NaN	3.0	0.0	75.0	1.56	30.8	1.0	G	NaN	50.0	4.0	0.0	2.0	NaN	Sein G	0.0	4.0	0.0	NaN	NaN	0.0	1	1	0	NaN	0	NaN	TRUCUT	CCI	3.0	nombreux	Positif	50.0	30.0	40.0	NaN	1.0	Sein inflammatoire	4AC604TXT	8.0	Mucite	NaN	NaN	NaN	NaN	NaN	NaN	RP	NaN	RADICALE	1	0	NaN	NaN	0.0	0.0	NaN	Saines	Negatif	negatif	NaN	NaN	NaN	TA	NaN	NaN	1.0	ADJ	paroisus clav	25.0	50.0	1.0	Tamoxifene	20.0	RC	1.0	0.0	NaN	NaN	NaN	NaN	NaN	21.0	12.0	1	(44.0, 51.0]
140	E	S	177536.0	50.0	Celibataire	Berkane	0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	0.0	NaN	NaN	0.0	NaN	1	0	0	0	NaN	12.0	1.0	NaN	NaN	NaN	1.0	G	NaN	NaN	4.0	1.0	2.0	NaN	Sein G	NaN	NaN	1.0	NaN	NaN	1.0	1	1	0	NaN	0	NaN	TRUCUT	CCI	3.0	30	Negatif	20.0	90.0	NaN	positif	0.0	Sein inflammatoire	3AC603TXT	6.0	alopecie,mucite	NaN	NaN	NaN	NaN	NaN	NaN	RP	NaN	CONSERVATRICE	1	1	LYMPHOCELE	NaN	0.0	0.0	NaN	Saines	NaN	NaN	NaN	NaN	NaN	TA	NaN	NaN	1.0	ADJ	paroisus clavboost	15.0	42.0	1.0	Tamoxifene	20.0	RC	1.0	0.0	NaN	NaN	NaN	NaN	NaN	22.0	16.0	1	(44.0, 51.0]
141	B	H	142738.0	48.0	Mariee	Taourirt	0	1.0	NaN	2.0	6.0	6.0	NaN	NaN	0.0	NaN	NaN	0.0	NaN	1	0	0	0	NaN	12.0	1.0	NaN	NaN	NaN	1.0	D	NaN	130.0	4.0	2.0	2.0	NaN	Sein D totale	NaN	NaN	1.0	NaN	NaN	0.0	1	1	1	NaN	1	apres	TRUCUT	CCI	2.0	NaN	Positif	0.0	100.0	50.0	negatif	1.0	Sein inflammatoire	4AC605TXT	9.0	0	NaN	NaN	NaN	NaN	NaN	NaN	S	NaN	RADICALE	1	0	NaN	CINOS	45.0	7.0	2.0	Saines	Positif	negatif	2.0	2.0	NaN	TC	NC	3.0	1.0	compression medu	NaN	15.0	30.0	1.0	Tamoxifene	20.0	P	1.0	0.0	NaN	NaN	NaN	NaN	NaN	23.0	13.0	0	(44.0, 51.0]
142	T	F	188302.0	66.0	NaN	Taourirt	1	0.0	NaN	NaN	NaN	NaN	NaN	NaN	0.0	NaN	NaN	0.0	NaN	0	1	0	1	NaN	NaN	0.0	NaN	NaN	NaN	1.0	D	NaN	30.0	4.0	0.0	2.0	NaN	QSI Sein D	NaN	NaN	0.0	NaN	NaN	1.0	1	1	0	NaN	0	NaN	TRUCUT	CCI	3.0	20	Negatif	0.0	8.0	60.0	NaN	0.0	Sein inflammatoire	4AC604TXT	8.0	0	NaN	NaN	NaN	NaN	NaN	NaN	S	NaN	RADICALE	1	0	NaN	Carcinome peu diff	45.0	0.0	2.0	Saines	NaN	NaN	2.0	0.0	NaN	TC	NB	NaN	1.0	ADJ	paroisus clav	15.0	42.0	1.0	Tamoxifene	20.0	RP	1.0	0.0	NaN	NaN	NaN	NaN	NaN	21.0	9.0	0	(65.0, 72.0]
143	E	H	257151.0	49.0	Mariee	Nador	0	1.0	NaN	NaN	2.0	2.0	NaN	NaN	0.0	NaN	NaN	0.0	NaN	1	0	0	0	NaN	2.0	1.0	NaN	NaN	NaN	2.0	D,G	NaN	NaN	4.0	2.0	2.0	NaN	Sein D	NaN	5.0	1.0	plusieurs	NaN	0.0	1	1	0	NaN	0	NaN	TRUCUT	CCI	2.0	nombreux	Negatif	40.0	100.0	NaN	positif	0.0	Sein inflammatoire	NaN	6.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	S	NaN	RADICALE	1	0	NaN	CCI	20.0	8.0	2.0	Saines	Negatif	negatif	1.0	2.0	NaN	TC	ND	4.0	1.0	ADJ	NaN	15.0	42.0	1.0	Tamoxifene	20.0	S	1.0	0.0	NaN	NaN	NaN	NaN	NaN	15.0	5.0	0	(44.0, 51.0]
144	L	H	227280.0	38.0	Mariee	Nador	0	1.0	NaN	NaN	6.0	6.0	NaN	NaN	0.0	NaN	NaN	0.0	NaN	1	1	1	0	NaN	3.0	1.0	NaN	NaN	NaN	1.0	D	NaN	50.0	4.0	0.0	2.0	NaN	Sein D	NaN	NaN	1.0	NaN	NaN	1.0	1	0	0	NaN	0	NaN	TRUCUT	CCI	2.0	peu nombreuse	Negatif	70.0	70.0	NaN	NaN	0.0	Sein inflammatoire	NaN	6.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	S	NaN	RADICALE	1	0	NaN	CCI	70.0	26.0	2.0	Saines	Positif	negatif	3.0	3.0	NaN	TD	ND	4.0	1.0	ADJ	NaN	25.0	50.0	1.0	Tamoxifene	20.0	S	1.0	0.0	NaN	NaN	NaN	NaN	NaN	12.0	7.0	0	(37.0, 44.0]

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Missing values

Sample

First rows

Last rows